In [1]:
""" Import_libraries"""
# Load libraries
from rdkit import Chem
from rdkit.Chem import AllChem
from rdkit.Chem.Draw import IPythonConsole
from IPython.display import SVG
import numpy as np
from scipy.stats import norm
import time
from sklearn.neighbors.kde import KernelDensity
import matplotlib.pyplot as plt
import pandas as pd
import csv
from synbioTools import tensorChem
from keras import models
from keras import optimizers
from keras import layers
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import cross_val_score
from sklearn.cross_validation import train_test_split
from sklearn.datasets import make_classification
# Set random seed
# fix random seed for reproducibility
np.random.seed(7)
Using TensorFlow backend.
C:\Users\DR\Anaconda3\envs\my-rdkit-env\lib\site-packages\sklearn\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
"This module will be removed in 0.20.", DeprecationWarning)
In [2]:
""" Read csv file and return it as a panda dataframe(dictionary) """
def read_csv(path):
""" Read csv, return a panda dataframe(dictionary) """
df = pd.read_csv(path)
return df
In [3]:
"""Load chemicals information and convert the chemical info to SMILES format """
def load_chemicals(path):
SolubilityData = read_csv(path) # read csv
chems=[] # variable to store the
# print("List loaded:\n") # view the list
# print(SolubilityData)
# change column names of
SolubilityData.rename(columns={ SolubilityData.columns[1]: "Solubility" }, inplace=True)
SolubilityData.rename(columns={ SolubilityData.columns[0]: "Compound" }, inplace=True)
SolubilityData.rename(columns={ SolubilityData.columns[2]: "SMILES" }, inplace=True)
for row in range(0,len(SolubilityData['SMILES'])):
chems.append( Chem.MolFromSmiles(SolubilityData['SMILES'][row] ) )
SolubilityData['SMILES'] = chems
return SolubilityData # return the data list which contains the three input
# chems = SolubilityData['SMILES'] # read columns
# compounds = SolubilityData['Compound ID']
# solubilities = SolubilityData['measured log(solubility:mol/L)']
# data = {"chems": chems,
# "compounds": compounds,
# "solubilities": solubilities,
data = load_chemicals("C:/Users/DR/Desktop/P2/Latent-master/data/solubility/delaney.csv")
In [4]:
"""Convert SMILES into fingerprint"""
def chemFP(chem, FINGERPRINT_SIZE, MIN_PATH=1, MAX_PATH=5):
fpix = AllChem.RDKFingerprint(chem, minPath=MIN_PATH, maxPath=MAX_PATH, fpSize=FINGERPRINT_SIZE)
fpix = [int(x) for x in list(fpix.ToBitString())]
return fpix
""" Encode a chemical as a tensor by concatenating fingerprints up to desired depth """
def tensorChem(chems, FINGERPRINT_SIZE, CHEMDEPTH):
TRAIN_BATCH_SIZE = len(chems)
Xs = np.zeros( (TRAIN_BATCH_SIZE, FINGERPRINT_SIZE, CHEMDEPTH) )
# print(Xs.shape)
for i in range(0, len(chems)-1):
for k in range(0, CHEMDEPTH):
fpix = chemFP(chems[i],FINGERPRINT_SIZE, k+1, k+1)
Xs[i, :, k] = fpix
return Xs
In [5]:
""" Flatten the tensor into a two dimentional vector(feature mapping) """
# The original vector shape
depth = 4
train_y_b4=np.zeros((1,len(data['Solubility'])))
fpSize = 1024
tc = tensorChem(data['SMILES'],fpSize, depth)
print('The original vector shape:\n'+str(tc.shape))
# The flattened vector shape
train_x_flatten = tc.reshape(tc.shape[0], -1).T
print('The flattened vector shape:\n '+str(train_x_flatten.shape))
# The shape of label vector
train_y_b4[0]=np.squeeze(data['Solubility'])
print('The solubility vector shape:\n '+str(train_y_b4.shape))
The original vector shape:
(1144, 1024, 4)
The flattened vector shape:
(4096, 1144)
The solubility vector shape:
(1, 1144)
In [6]:
""" Visualize solubility """
# plot the solubility distribution
plt.plot(np.squeeze(train_y_b4))
plt.ylabel('solubility')
plt.xlabel('fingerprints')
plt.title("fingerprint and solubility distribution" )
plt.show()
# plot the histogram of solubility
import seaborn as sns
train_y_plot = pd.Series( np.squeeze(train_y_b4), name="Solubility")
mean = train_y_b4.mean()
std = train_y_b4.std()
print("The mean of the solubility is: " + str(mean))
print("The S.D. of the solubility is: " + str(std))
sns.distplot(train_y_plot, kde=True, rug=True, hist=True)
"""In statistics, kernel density estimation (KDE) is a non-parametric way to estimate the probability density function
of a random variable. Kernel density estimation is a fundamental data smoothing problem where inferences about the population
are made, based on a finite data sample."""
The mean of the solubility is: -3.0579973776223777
The S.D. of the solubility is: 2.0955854254462576
C:\Users\DR\Anaconda3\envs\my-rdkit-env\lib\site-packages\matplotlib\axes\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.
warnings.warn("The 'normed' kwarg is deprecated, and has been "
Out[6]:
'In statistics, kernel density estimation (KDE) is a non-parametric way to estimate the probability density function \nof a random variable. Kernel density estimation is a fundamental data smoothing problem where inferences about the population\nare made, based on a finite data sample.'
In [16]:
""" Hardmax the labels """
# convert train_y into a vector range from 0 to 1
train_y=np.zeros((1,len(data['Solubility'])))
for i in range(0,len(train_y_b4[0])):
if (train_y_b4[0][i] >=mean):
train_y[0][i]=1
else:
train_y[0][i]=0
print('There are '+ str(list(np.squeeze(train_y)).count(1)) + ' soluble chemicals (positive samples) and ' + str(list(np.squeeze(train_y)).count(0)) + ' insoluble chemicals (negative samples).')
# plot the input fingerprint length distribution plot
plt.plot(np.squeeze(train_y))
plt.ylabel('solubility')
plt.xlabel('fingerprints')
plt.title("fingerprint and solubility distribution in binary classification" )
plt.show()
There are 606 soluble chemicals (positive samples) and 538 insoluble chemicals (negative samples).
In [7]:
"""This initially creates clusters of points normally distributed (std=1) about vertices of an n_informative-dimensional hypercube with sides of length 2*class_sep and assigns an equal number of clusters to each class. It introduces interdependence between these features and adds various types of further noise to the data."""
# Number of features
number_of_features = 4096
# Generate features matrix and target vector
features, target = make_classification(n_samples = 1144,
n_features = number_of_features,
n_informative = 3,
n_redundant = 0,
n_classes = 2,
weights = [.5, .5],
random_state = 0)
In [60]:
"""Hardmax Network"""
#Try Adam as optimizer and implement time-based learning rate decay lr *= (1. / (1. + self.decay * self.iterations))
def create_network_binary_classifier():
# Start neural network
network = models.Sequential()
# Add fully connected layer with a ReLU activation function
network.add(layers.Dense(units=20, activation='relu', input_shape=(number_of_features,)))
# Add fully connected layer with a ReLU activation function
network.add(layers.Dense(units=7, activation='relu'))
# Add fully connected layer with a ReLU activation function
network.add(layers.Dense(units=5, activation='relu'))
# Add fully connected layer with a sigmoid activation function
network.add(layers.Dense(units=1, activation='sigmoid'))
# Setup hyperparameters for Adam optimizer
Adam = optimizers.Adam(lr=0.0075, beta_1=0.9, beta_2=0.999, epsilon=None, decay=1e-6, amsgrad=False)
# Compile neural network
network.compile(loss='binary_crossentropy', # Cross-entropy
optimizer= Adam, # Root Mean Square Propagation
metrics=['accuracy']) # Accuracy performance metric
# Return compiled network
return network
In [17]:
"""Linear Regression Network"""
from keras import backend as K
# Customized R2 ACC method
def coeff_determination(y_true, y_pred):
SS_res = K.sum(K.square( y_true-y_pred ))
SS_tot = K.sum(K.square( y_true - K.mean(y_true) ) )
return ( 1 - SS_res/(SS_tot + K.epsilon()) )
#Try Adam as optimizer and implement time-based learning rate decay lr *= (1. / (1. + self.decay * self.iterations))
def create_network_linear_regression():
# Start neural network
network = models.Sequential()
# Add fully connected layer with a ReLU activation function; He init no bias
# network.add(layers.Dense(units=20,activation='relu', input_shape=(number_of_features,),use_bias=False)) # Random_init no bias
# network.add(layers.Dense(units=20,activation='relu', input_shape=(number_of_features,),kernel_initializer='he_normal')) # He_init with bias
network.add(layers.Dense(units=20,activation='relu', input_shape=(number_of_features,))) # Random_init with bias
# Add fully connected layer with a ReLU activation function
network.add(layers.Dense(units=7, activation='relu'))
# Add fully connected layer with a ReLU activation function
network.add(layers.Dense(units=5, activation='relu'))
# Add fully connected layer with a sigmoid activation function
network.add(layers.Dense(units=1))
# Setup hyperparameters for Adam optimizer
Adam = optimizers.Adam(lr=0.0075, beta_1=0.9, beta_2=0.999, epsilon=None, decay=1e-6, amsgrad=False)
# Compile neural network
network.compile(loss='mean_squared_error', # Cross-entropy
optimizer= Adam, # Root Mean Square Propagation
metrics=[coeff_determination]) # Accuracy performance metric-R2
# Return compiled network
return network
In [9]:
import statsmodels.api as sm
import math
def get_r2_numpy(x, y):
slope, intercept = np.polyfit(x, y, 1)
r_squared = 1 - (sum((y - (slope * x + intercept))**2) / ((len(y) - 1) * np.var(y, ddof=1)))
return r_squared
def get_r2_scipy(x, y):
_, _, r_value, _, _ = stats.linregress(x, y)
return r_value**2
def get_r2_statsmodels(x, y):
return sm.OLS(y, sm.add_constant(x)).fit().rsquared
In [10]:
# define the training visualization function
def training_vis(hist,name):
loss = hist.history['loss']
val_loss = hist.history['val_loss']
acc = hist.history['coeff_determination']
val_acc = hist.history['val_coeff_determination']
# make a figure
fig = plt.figure(figsize=(8,4))
# subplot loss
ax1 = fig.add_subplot(121)
ax1.plot(loss,label='train_loss')
ax1.plot(val_loss,label='val_loss')
ax1.set_xlabel('Epochs')
ax1.set_ylabel('Loss')
ax1.set_title('Loss on Training and Validation Data')
ax1.legend()
# subplot acc
ax2 = fig.add_subplot(122)
ax2.plot(acc,label='train_coeff_determination')
ax2.plot(val_acc,label='val_coeff_determination')
ax2.set_xlabel('Epochs')
ax2.set_ylabel('Coeff_determination')
ax2.set_title('Coeff_determination on Training and Validation Data')
ax2.legend()
plt.tight_layout()
plt.savefig(name, bbox_inches='tight')
plt. close()
In [11]:
"""StratifiedKFold"""
from scipy import stats
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import KFold
from sklearn.linear_model import LinearRegression
import matplotlib.pyplot as plt
import matplotlib
pic_path='C:/Users/DR/Desktop/P2/Latent-master/pic/BGD_RandomInit_WithBias/'
def k_folds_NN(X=train_x_flatten.T,Y=train_y_b4.T,batch_size=1144, epochs=500,path='C:/Users/DR/Desktop/P2/Latent-master/pic/BGD_RandomInit_WithBias/'):
train_xx=X
train_yy=train_y_b4.T
# Split the dataset in 3 folds
sfolder = KFold(n_splits=3,random_state=0,shuffle=True)
sfolder.get_n_splits(train_xx,train_yy)
network=create_network_linear_regression()
predict=[]
train_=[]
i=0
for i, (train, test) in enumerate(sfolder.split(train_xx,train_yy)):
X_train, X_test = train_xx[train], train_xx[test]
y_train, y_test = train_yy[train], train_yy[test]
# Train the model with each combination of folds
network=create_network_linear_regression()
hist = network.fit(X_train, y_train,batch_size=batch_size, epochs=epochs, validation_data=(X_test,y_test))
network.save(path+'batch_size_'+str(batch_size)+'epochs_'+str(epochs)+'fold_'+str(i+1)+'.h5')
train_.append(network.predict(X_train))
predict.append(network.predict(X_test))
training_vis(hist,path+"train_fold "+str(i+1)+".svg")
plt.cla()
r_square=get_r2_statsmodels(train_[i],y_train)
q_square=get_r2_statsmodels(predict[i],y_test)
model=LinearRegression()
model.fit(train_[i],y_train)
# plt.cla()
ax=plt.gca()
plt.scatter(train_[i],y_train)
y_train_pred=model.predict(train_[i])
plt.title('Linear regression of solubility training prediction in fold '+str(i+1))
plt.text(0.5,0.7,"The R-square value is %.2f " % r_square, verticalalignment='bottom', horizontalalignment='right',transform=ax.transAxes)
plt.plot(train_[i],y_train_pred,color='black',linewidth=3,label="R-square")
plt.legend(loc=2)
plt.xlabel("train (mol/L)")
plt.ylabel("theorical (mol/L)")
# plt.show()
# plt.savefig(path+'R2_'+str(i+1)+'.svg', bbox_inches='tight')
# plt.close()
model=LinearRegression()
model.fit(predict[i],y_test)
# plt.cla()
# ax=plt.gca()
plt.scatter(predict[i],y_test)
y_train_pred=model.predict(predict[i])
# plt.title('Linear regression of solubility prediction in fold '+str(i))
plt.text(0.5,0.645,"The Q-square value is %.2f " % q_square,verticalalignment='bottom',color='red', horizontalalignment='right',transform=ax.transAxes)
plt.plot(predict[i],y_train_pred,color='red',linewidth=3,label="Q-square")
plt.legend(loc=2)
# plt.xlabel("predict (mol/L)")
# plt.ylabel("theorical (mol/L)")
# plt.show()
plt.savefig(path+'linear_regression_fold_'+str(i+1)+'.svg', bbox_inches='tight')
plt.close()
i=i+1
In [12]:
# no_bias; Random_Init
history=k_folds_NN(X=train_x_flatten.T,Y=train_y_b4.T,batch_size=1144, epochs=500,path='C:/Users/DR/Desktop/P2/Latent-master/pic/BGD_RandomInit_NoBias/')
Train on 762 samples, validate on 382 samples
Epoch 1/500
762/762 [==============================] - 0s 364us/step - loss: 13.5107 - coeff_determination: -2.0456 - val_loss: 10.5751 - val_coeff_determination: -1.4580
Epoch 2/500
762/762 [==============================] - 0s 72us/step - loss: 10.9078 - coeff_determination: -1.4589 - val_loss: 7.9929 - val_coeff_determination: -0.8578
Epoch 3/500
762/762 [==============================] - 0s 60us/step - loss: 8.3337 - coeff_determination: -0.8786 - val_loss: 6.3989 - val_coeff_determination: -0.4873
Epoch 4/500
762/762 [==============================] - 0s 56us/step - loss: 6.5921 - coeff_determination: -0.4860 - val_loss: 6.1686 - val_coeff_determination: -0.4338
Epoch 5/500
762/762 [==============================] - 0s 54us/step - loss: 6.1320 - coeff_determination: -0.3823 - val_loss: 6.5855 - val_coeff_determination: -0.5307
Epoch 6/500
762/762 [==============================] - 0s 60us/step - loss: 6.3678 - coeff_determination: -0.4355 - val_loss: 6.2900 - val_coeff_determination: -0.4620
Epoch 7/500
762/762 [==============================] - 0s 58us/step - loss: 6.0585 - coeff_determination: -0.3657 - val_loss: 5.4203 - val_coeff_determination: -0.2598
Epoch 8/500
762/762 [==============================] - 0s 58us/step - loss: 5.2503 - coeff_determination: -0.1835 - val_loss: 4.4943 - val_coeff_determination: -0.0446
Epoch 9/500
762/762 [==============================] - 0s 62us/step - loss: 4.3954 - coeff_determination: 0.0092 - val_loss: 3.8278 - val_coeff_determination: 0.1103
Epoch 10/500
762/762 [==============================] - 0s 58us/step - loss: 3.7692 - coeff_determination: 0.1503 - val_loss: 3.4638 - val_coeff_determination: 0.1949
Epoch 11/500
762/762 [==============================] - 0s 60us/step - loss: 3.4094 - coeff_determination: 0.2314 - val_loss: 3.2923 - val_coeff_determination: 0.2348
Epoch 12/500
762/762 [==============================] - 0s 59us/step - loss: 3.2135 - coeff_determination: 0.2756 - val_loss: 3.1705 - val_coeff_determination: 0.2631
Epoch 13/500
762/762 [==============================] - 0s 62us/step - loss: 3.0520 - coeff_determination: 0.3120 - val_loss: 3.0222 - val_coeff_determination: 0.2975
Epoch 14/500
762/762 [==============================] - 0s 62us/step - loss: 2.8572 - coeff_determination: 0.3559 - val_loss: 2.8390 - val_coeff_determination: 0.3401
Epoch 15/500
762/762 [==============================] - 0s 63us/step - loss: 2.6259 - coeff_determination: 0.4081 - val_loss: 2.6584 - val_coeff_determination: 0.3821
Epoch 16/500
762/762 [==============================] - 0s 70us/step - loss: 2.3943 - coeff_determination: 0.4603 - val_loss: 2.5334 - val_coeff_determination: 0.4112
Epoch 17/500
762/762 [==============================] - 0s 58us/step - loss: 2.2269 - coeff_determination: 0.4980 - val_loss: 2.5148 - val_coeff_determination: 0.4155
Epoch 18/500
762/762 [==============================] - 0s 63us/step - loss: 2.1715 - coeff_determination: 0.5105 - val_loss: 2.5750 - val_coeff_determination: 0.4015
Epoch 19/500
762/762 [==============================] - 0s 67us/step - loss: 2.2039 - coeff_determination: 0.5032 - val_loss: 2.5937 - val_coeff_determination: 0.3971
Epoch 20/500
762/762 [==============================] - 0s 59us/step - loss: 2.2117 - coeff_determination: 0.5014 - val_loss: 2.5042 - val_coeff_determination: 0.4180
Epoch 21/500
762/762 [==============================] - 0s 68us/step - loss: 2.1303 - coeff_determination: 0.5198 - val_loss: 2.3565 - val_coeff_determination: 0.4523
Epoch 22/500
762/762 [==============================] - 0s 59us/step - loss: 2.0009 - coeff_determination: 0.5489 - val_loss: 2.2185 - val_coeff_determination: 0.4843
Epoch 23/500
762/762 [==============================] - 0s 60us/step - loss: 1.8829 - coeff_determination: 0.5756 - val_loss: 2.1201 - val_coeff_determination: 0.5072
Epoch 24/500
762/762 [==============================] - 0s 66us/step - loss: 1.8025 - coeff_determination: 0.5937 - val_loss: 2.0573 - val_coeff_determination: 0.5218
Epoch 25/500
762/762 [==============================] - 0s 70us/step - loss: 1.7541 - coeff_determination: 0.6046 - val_loss: 2.0100 - val_coeff_determination: 0.5328
Epoch 26/500
762/762 [==============================] - 0s 67us/step - loss: 1.7142 - coeff_determination: 0.6136 - val_loss: 1.9603 - val_coeff_determination: 0.5444
Epoch 27/500
762/762 [==============================] - 0s 60us/step - loss: 1.6630 - coeff_determination: 0.6251 - val_loss: 1.9041 - val_coeff_determination: 0.5574
Epoch 28/500
762/762 [==============================] - 0s 71us/step - loss: 1.5956 - coeff_determination: 0.6403 - val_loss: 1.8498 - val_coeff_determination: 0.5701
Epoch 29/500
762/762 [==============================] - 0s 59us/step - loss: 1.5222 - coeff_determination: 0.6569 - val_loss: 1.8101 - val_coeff_determination: 0.5793
Epoch 30/500
762/762 [==============================] - 0s 72us/step - loss: 1.4579 - coeff_determination: 0.6714 - val_loss: 1.7861 - val_coeff_determination: 0.5848
Epoch 31/500
762/762 [==============================] - 0s 60us/step - loss: 1.4114 - coeff_determination: 0.6818 - val_loss: 1.7646 - val_coeff_determination: 0.5898
Epoch 32/500
762/762 [==============================] - 0s 56us/step - loss: 1.3752 - coeff_determination: 0.6900 - val_loss: 1.7314 - val_coeff_determination: 0.5976
Epoch 33/500
762/762 [==============================] - 0s 64us/step - loss: 1.3349 - coeff_determination: 0.6991 - val_loss: 1.6826 - val_coeff_determination: 0.6089
Epoch 34/500
762/762 [==============================] - 0s 66us/step - loss: 1.2860 - coeff_determination: 0.7101 - val_loss: 1.6297 - val_coeff_determination: 0.6212
Epoch 35/500
762/762 [==============================] - 0s 60us/step - loss: 1.2365 - coeff_determination: 0.7213 - val_loss: 1.5901 - val_coeff_determination: 0.6304
Epoch 36/500
762/762 [==============================] - 0s 60us/step - loss: 1.1962 - coeff_determination: 0.7303 - val_loss: 1.5645 - val_coeff_determination: 0.6364
Epoch 37/500
762/762 [==============================] - 0s 68us/step - loss: 1.1668 - coeff_determination: 0.7370 - val_loss: 1.5442 - val_coeff_determination: 0.6411
Epoch 38/500
762/762 [==============================] - 0s 59us/step - loss: 1.1419 - coeff_determination: 0.7426 - val_loss: 1.5251 - val_coeff_determination: 0.6455
Epoch 39/500
762/762 [==============================] - 0s 54us/step - loss: 1.1154 - coeff_determination: 0.7486 - val_loss: 1.5032 - val_coeff_determination: 0.6506
Epoch 40/500
762/762 [==============================] - 0s 71us/step - loss: 1.0854 - coeff_determination: 0.7553 - val_loss: 1.4797 - val_coeff_determination: 0.6561
Epoch 41/500
762/762 [==============================] - 0s 60us/step - loss: 1.0549 - coeff_determination: 0.7622 - val_loss: 1.4579 - val_coeff_determination: 0.6611
Epoch 42/500
762/762 [==============================] - 0s 60us/step - loss: 1.0264 - coeff_determination: 0.7686 - val_loss: 1.4392 - val_coeff_determination: 0.6655
Epoch 43/500
762/762 [==============================] - 0s 63us/step - loss: 1.0004 - coeff_determination: 0.7745 - val_loss: 1.4225 - val_coeff_determination: 0.6694
Epoch 44/500
762/762 [==============================] - 0s 67us/step - loss: 0.9744 - coeff_determination: 0.7803 - val_loss: 1.4074 - val_coeff_determination: 0.6729
Epoch 45/500
762/762 [==============================] - 0s 58us/step - loss: 0.9473 - coeff_determination: 0.7864 - val_loss: 1.3939 - val_coeff_determination: 0.6760
Epoch 46/500
762/762 [==============================] - 0s 64us/step - loss: 0.9201 - coeff_determination: 0.7926 - val_loss: 1.3824 - val_coeff_determination: 0.6787
Epoch 47/500
762/762 [==============================] - 0s 64us/step - loss: 0.8956 - coeff_determination: 0.7981 - val_loss: 1.3727 - val_coeff_determination: 0.6809
Epoch 48/500
762/762 [==============================] - 0s 71us/step - loss: 0.8756 - coeff_determination: 0.8026 - val_loss: 1.3640 - val_coeff_determination: 0.6830
Epoch 49/500
762/762 [==============================] - 0s 62us/step - loss: 0.8592 - coeff_determination: 0.8063 - val_loss: 1.3541 - val_coeff_determination: 0.6853
Epoch 50/500
762/762 [==============================] - 0s 63us/step - loss: 0.8431 - coeff_determination: 0.8100 - val_loss: 1.3429 - val_coeff_determination: 0.6879
Epoch 51/500
762/762 [==============================] - 0s 54us/step - loss: 0.8254 - coeff_determination: 0.8139 - val_loss: 1.3309 - val_coeff_determination: 0.6907
Epoch 52/500
762/762 [==============================] - 0s 62us/step - loss: 0.8066 - coeff_determination: 0.8182 - val_loss: 1.3187 - val_coeff_determination: 0.6935
Epoch 53/500
762/762 [==============================] - 0s 66us/step - loss: 0.7886 - coeff_determination: 0.8222 - val_loss: 1.3082 - val_coeff_determination: 0.6959
Epoch 54/500
762/762 [==============================] - 0s 62us/step - loss: 0.7724 - coeff_determination: 0.8259 - val_loss: 1.2978 - val_coeff_determination: 0.6984
Epoch 55/500
762/762 [==============================] - 0s 58us/step - loss: 0.7578 - coeff_determination: 0.8292 - val_loss: 1.2882 - val_coeff_determination: 0.7006
Epoch 56/500
762/762 [==============================] - 0s 50us/step - loss: 0.7436 - coeff_determination: 0.8324 - val_loss: 1.2796 - val_coeff_determination: 0.7026
Epoch 57/500
762/762 [==============================] - 0s 65us/step - loss: 0.7294 - coeff_determination: 0.8356 - val_loss: 1.2723 - val_coeff_determination: 0.7043
Epoch 58/500
762/762 [==============================] - 0s 62us/step - loss: 0.7158 - coeff_determination: 0.8386 - val_loss: 1.2658 - val_coeff_determination: 0.7058
Epoch 59/500
762/762 [==============================] - 0s 63us/step - loss: 0.7036 - coeff_determination: 0.8414 - val_loss: 1.2609 - val_coeff_determination: 0.7069
Epoch 60/500
762/762 [==============================] - 0s 61us/step - loss: 0.6927 - coeff_determination: 0.8438 - val_loss: 1.2566 - val_coeff_determination: 0.7079
Epoch 61/500
762/762 [==============================] - 0s 52us/step - loss: 0.6822 - coeff_determination: 0.8462 - val_loss: 1.2522 - val_coeff_determination: 0.7089
Epoch 62/500
762/762 [==============================] - 0s 65us/step - loss: 0.6716 - coeff_determination: 0.8486 - val_loss: 1.2476 - val_coeff_determination: 0.7100
Epoch 63/500
762/762 [==============================] - 0s 67us/step - loss: 0.6612 - coeff_determination: 0.8509 - val_loss: 1.2421 - val_coeff_determination: 0.7113
Epoch 64/500
762/762 [==============================] - 0s 62us/step - loss: 0.6514 - coeff_determination: 0.8532 - val_loss: 1.2358 - val_coeff_determination: 0.7128
Epoch 65/500
762/762 [==============================] - 0s 62us/step - loss: 0.6422 - coeff_determination: 0.8552 - val_loss: 1.2286 - val_coeff_determination: 0.7144
Epoch 66/500
762/762 [==============================] - 0s 57us/step - loss: 0.6333 - coeff_determination: 0.8572 - val_loss: 1.2211 - val_coeff_determination: 0.7162
Epoch 67/500
762/762 [==============================] - 0s 58us/step - loss: 0.6247 - coeff_determination: 0.8592 - val_loss: 1.2142 - val_coeff_determination: 0.7178
Epoch 68/500
762/762 [==============================] - 0s 58us/step - loss: 0.6166 - coeff_determination: 0.8610 - val_loss: 1.2085 - val_coeff_determination: 0.7191
Epoch 69/500
762/762 [==============================] - 0s 67us/step - loss: 0.6090 - coeff_determination: 0.8627 - val_loss: 1.2036 - val_coeff_determination: 0.7202
Epoch 70/500
762/762 [==============================] - 0s 62us/step - loss: 0.6018 - coeff_determination: 0.8643 - val_loss: 1.1996 - val_coeff_determination: 0.7212
Epoch 71/500
762/762 [==============================] - 0s 55us/step - loss: 0.5948 - coeff_determination: 0.8659 - val_loss: 1.1968 - val_coeff_determination: 0.7218
Epoch 72/500
762/762 [==============================] - 0s 51us/step - loss: 0.5880 - coeff_determination: 0.8674 - val_loss: 1.1944 - val_coeff_determination: 0.7224
Epoch 73/500
762/762 [==============================] - 0s 78us/step - loss: 0.5819 - coeff_determination: 0.8688 - val_loss: 1.1921 - val_coeff_determination: 0.7229
Epoch 74/500
762/762 [==============================] - 0s 51us/step - loss: 0.5763 - coeff_determination: 0.8701 - val_loss: 1.1892 - val_coeff_determination: 0.7236
Epoch 75/500
762/762 [==============================] - 0s 71us/step - loss: 0.5708 - coeff_determination: 0.8713 - val_loss: 1.1854 - val_coeff_determination: 0.7245
Epoch 76/500
762/762 [==============================] - 0s 75us/step - loss: 0.5653 - coeff_determination: 0.8726 - val_loss: 1.1812 - val_coeff_determination: 0.7254
Epoch 77/500
762/762 [==============================] - 0s 58us/step - loss: 0.5600 - coeff_determination: 0.8738 - val_loss: 1.1774 - val_coeff_determination: 0.7263
Epoch 78/500
762/762 [==============================] - 0s 52us/step - loss: 0.5551 - coeff_determination: 0.8749 - val_loss: 1.1742 - val_coeff_determination: 0.7271
Epoch 79/500
762/762 [==============================] - 0s 70us/step - loss: 0.5506 - coeff_determination: 0.8759 - val_loss: 1.1721 - val_coeff_determination: 0.7276
Epoch 80/500
762/762 [==============================] - 0s 59us/step - loss: 0.5461 - coeff_determination: 0.8769 - val_loss: 1.1710 - val_coeff_determination: 0.7278
Epoch 81/500
762/762 [==============================] - 0s 68us/step - loss: 0.5417 - coeff_determination: 0.8779 - val_loss: 1.1708 - val_coeff_determination: 0.7279
Epoch 82/500
762/762 [==============================] - 0s 58us/step - loss: 0.5376 - coeff_determination: 0.8788 - val_loss: 1.1711 - val_coeff_determination: 0.7278
Epoch 83/500
762/762 [==============================] - 0s 63us/step - loss: 0.5337 - coeff_determination: 0.8797 - val_loss: 1.1715 - val_coeff_determination: 0.7277
Epoch 84/500
762/762 [==============================] - 0s 58us/step - loss: 0.5300 - coeff_determination: 0.8805 - val_loss: 1.1715 - val_coeff_determination: 0.7277
Epoch 85/500
762/762 [==============================] - 0s 62us/step - loss: 0.5265 - coeff_determination: 0.8813 - val_loss: 1.1713 - val_coeff_determination: 0.7278
Epoch 86/500
762/762 [==============================] - 0s 67us/step - loss: 0.5231 - coeff_determination: 0.8821 - val_loss: 1.1714 - val_coeff_determination: 0.7277
Epoch 87/500
762/762 [==============================] - 0s 62us/step - loss: 0.5199 - coeff_determination: 0.8828 - val_loss: 1.1722 - val_coeff_determination: 0.7275
Epoch 88/500
762/762 [==============================] - 0s 66us/step - loss: 0.5167 - coeff_determination: 0.8835 - val_loss: 1.1737 - val_coeff_determination: 0.7272
Epoch 89/500
762/762 [==============================] - 0s 64us/step - loss: 0.5136 - coeff_determination: 0.8842 - val_loss: 1.1757 - val_coeff_determination: 0.7267
Epoch 90/500
762/762 [==============================] - 0s 60us/step - loss: 0.5107 - coeff_determination: 0.8849 - val_loss: 1.1779 - val_coeff_determination: 0.7262
Epoch 91/500
762/762 [==============================] - 0s 55us/step - loss: 0.5079 - coeff_determination: 0.8855 - val_loss: 1.1798 - val_coeff_determination: 0.7258
Epoch 92/500
762/762 [==============================] - 0s 66us/step - loss: 0.5050 - coeff_determination: 0.8862 - val_loss: 1.1812 - val_coeff_determination: 0.7255
Epoch 93/500
762/762 [==============================] - 0s 60us/step - loss: 0.5021 - coeff_determination: 0.8868 - val_loss: 1.1820 - val_coeff_determination: 0.7253
Epoch 94/500
762/762 [==============================] - 0s 66us/step - loss: 0.4993 - coeff_determination: 0.8874 - val_loss: 1.1828 - val_coeff_determination: 0.7251
Epoch 95/500
762/762 [==============================] - 0s 56us/step - loss: 0.4967 - coeff_determination: 0.8880 - val_loss: 1.1838 - val_coeff_determination: 0.7248
Epoch 96/500
762/762 [==============================] - 0s 59us/step - loss: 0.4941 - coeff_determination: 0.8886 - val_loss: 1.1849 - val_coeff_determination: 0.7246
Epoch 97/500
762/762 [==============================] - 0s 62us/step - loss: 0.4915 - coeff_determination: 0.8892 - val_loss: 1.1861 - val_coeff_determination: 0.7243
Epoch 98/500
762/762 [==============================] - 0s 62us/step - loss: 0.4890 - coeff_determination: 0.8898 - val_loss: 1.1872 - val_coeff_determination: 0.7241
Epoch 99/500
762/762 [==============================] - 0s 55us/step - loss: 0.4866 - coeff_determination: 0.8903 - val_loss: 1.1882 - val_coeff_determination: 0.7238
Epoch 100/500
762/762 [==============================] - 0s 58us/step - loss: 0.4842 - coeff_determination: 0.8909 - val_loss: 1.1893 - val_coeff_determination: 0.7236
Epoch 101/500
762/762 [==============================] - 0s 47us/step - loss: 0.4818 - coeff_determination: 0.8914 - val_loss: 1.1904 - val_coeff_determination: 0.7233
Epoch 102/500
762/762 [==============================] - 0s 84us/step - loss: 0.4797 - coeff_determination: 0.8919 - val_loss: 1.1914 - val_coeff_determination: 0.7231
Epoch 103/500
762/762 [==============================] - 0s 45us/step - loss: 0.4778 - coeff_determination: 0.8923 - val_loss: 1.1921 - val_coeff_determination: 0.7229
Epoch 104/500
762/762 [==============================] - 0s 72us/step - loss: 0.4758 - coeff_determination: 0.8927 - val_loss: 1.1925 - val_coeff_determination: 0.7228
Epoch 105/500
762/762 [==============================] - 0s 56us/step - loss: 0.4738 - coeff_determination: 0.8932 - val_loss: 1.1923 - val_coeff_determination: 0.7229
Epoch 106/500
762/762 [==============================] - 0s 58us/step - loss: 0.4717 - coeff_determination: 0.8937 - val_loss: 1.1918 - val_coeff_determination: 0.7230
Epoch 107/500
762/762 [==============================] - 0s 71us/step - loss: 0.4695 - coeff_determination: 0.8942 - val_loss: 1.1909 - val_coeff_determination: 0.7232
Epoch 108/500
762/762 [==============================] - 0s 59us/step - loss: 0.4678 - coeff_determination: 0.8945 - val_loss: 1.1912 - val_coeff_determination: 0.7231
Epoch 109/500
762/762 [==============================] - 0s 63us/step - loss: 0.4661 - coeff_determination: 0.8949 - val_loss: 1.1930 - val_coeff_determination: 0.7227
Epoch 110/500
762/762 [==============================] - 0s 58us/step - loss: 0.4643 - coeff_determination: 0.8953 - val_loss: 1.1956 - val_coeff_determination: 0.7221
Epoch 111/500
762/762 [==============================] - 0s 54us/step - loss: 0.4624 - coeff_determination: 0.8958 - val_loss: 1.1990 - val_coeff_determination: 0.7213
Epoch 112/500
762/762 [==============================] - 0s 70us/step - loss: 0.4605 - coeff_determination: 0.8962 - val_loss: 1.2028 - val_coeff_determination: 0.7204
Epoch 113/500
762/762 [==============================] - 0s 60us/step - loss: 0.4585 - coeff_determination: 0.8966 - val_loss: 1.2064 - val_coeff_determination: 0.7196
Epoch 114/500
762/762 [==============================] - 0s 59us/step - loss: 0.4570 - coeff_determination: 0.8970 - val_loss: 1.2089 - val_coeff_determination: 0.7190
Epoch 115/500
762/762 [==============================] - 0s 55us/step - loss: 0.4553 - coeff_determination: 0.8974 - val_loss: 1.2107 - val_coeff_determination: 0.7186
Epoch 116/500
762/762 [==============================] - 0s 55us/step - loss: 0.4535 - coeff_determination: 0.8978 - val_loss: 1.2120 - val_coeff_determination: 0.7183
Epoch 117/500
762/762 [==============================] - 0s 67us/step - loss: 0.4519 - coeff_determination: 0.8981 - val_loss: 1.2138 - val_coeff_determination: 0.7179
Epoch 118/500
762/762 [==============================] - 0s 58us/step - loss: 0.4504 - coeff_determination: 0.8985 - val_loss: 1.2156 - val_coeff_determination: 0.7174
Epoch 119/500
762/762 [==============================] - 0s 59us/step - loss: 0.4488 - coeff_determination: 0.8988 - val_loss: 1.2174 - val_coeff_determination: 0.7170
Epoch 120/500
762/762 [==============================] - 0s 59us/step - loss: 0.4472 - coeff_determination: 0.8992 - val_loss: 1.2193 - val_coeff_determination: 0.7166
Epoch 121/500
762/762 [==============================] - 0s 55us/step - loss: 0.4456 - coeff_determination: 0.8995 - val_loss: 1.2214 - val_coeff_determination: 0.7161
Epoch 122/500
762/762 [==============================] - 0s 72us/step - loss: 0.4440 - coeff_determination: 0.8999 - val_loss: 1.2241 - val_coeff_determination: 0.7155
Epoch 123/500
762/762 [==============================] - 0s 60us/step - loss: 0.4425 - coeff_determination: 0.9002 - val_loss: 1.2259 - val_coeff_determination: 0.7151
Epoch 124/500
762/762 [==============================] - 0s 59us/step - loss: 0.4409 - coeff_determination: 0.9006 - val_loss: 1.2280 - val_coeff_determination: 0.7146
Epoch 125/500
762/762 [==============================] - 0s 63us/step - loss: 0.4395 - coeff_determination: 0.9009 - val_loss: 1.2305 - val_coeff_determination: 0.7140
Epoch 126/500
762/762 [==============================] - 0s 64us/step - loss: 0.4380 - coeff_determination: 0.9013 - val_loss: 1.2315 - val_coeff_determination: 0.7138
Epoch 127/500
762/762 [==============================] - 0s 63us/step - loss: 0.4366 - coeff_determination: 0.9016 - val_loss: 1.2331 - val_coeff_determination: 0.7134
Epoch 128/500
762/762 [==============================] - 0s 62us/step - loss: 0.4354 - coeff_determination: 0.9019 - val_loss: 1.2356 - val_coeff_determination: 0.7128
Epoch 129/500
762/762 [==============================] - 0s 64us/step - loss: 0.4339 - coeff_determination: 0.9022 - val_loss: 1.2390 - val_coeff_determination: 0.7120
Epoch 130/500
762/762 [==============================] - 0s 64us/step - loss: 0.4324 - coeff_determination: 0.9025 - val_loss: 1.2420 - val_coeff_determination: 0.7113
Epoch 131/500
762/762 [==============================] - 0s 55us/step - loss: 0.4313 - coeff_determination: 0.9028 - val_loss: 1.2429 - val_coeff_determination: 0.7111
Epoch 132/500
762/762 [==============================] - 0s 64us/step - loss: 0.4298 - coeff_determination: 0.9031 - val_loss: 1.2425 - val_coeff_determination: 0.7112
Epoch 133/500
762/762 [==============================] - 0s 66us/step - loss: 0.4286 - coeff_determination: 0.9034 - val_loss: 1.2436 - val_coeff_determination: 0.7110
Epoch 134/500
762/762 [==============================] - 0s 54us/step - loss: 0.4274 - coeff_determination: 0.9037 - val_loss: 1.2463 - val_coeff_determination: 0.7103
Epoch 135/500
762/762 [==============================] - 0s 59us/step - loss: 0.4260 - coeff_determination: 0.9040 - val_loss: 1.2501 - val_coeff_determination: 0.7094
Epoch 136/500
762/762 [==============================] - 0s 60us/step - loss: 0.4247 - coeff_determination: 0.9043 - val_loss: 1.2540 - val_coeff_determination: 0.7085
Epoch 137/500
762/762 [==============================] - 0s 62us/step - loss: 0.4234 - coeff_determination: 0.9046 - val_loss: 1.2570 - val_coeff_determination: 0.7078
Epoch 138/500
762/762 [==============================] - 0s 59us/step - loss: 0.4225 - coeff_determination: 0.9048 - val_loss: 1.2579 - val_coeff_determination: 0.7076
Epoch 139/500
762/762 [==============================] - 0s 63us/step - loss: 0.4210 - coeff_determination: 0.9051 - val_loss: 1.2565 - val_coeff_determination: 0.7079
Epoch 140/500
762/762 [==============================] - 0s 62us/step - loss: 0.4197 - coeff_determination: 0.9054 - val_loss: 1.2563 - val_coeff_determination: 0.7080
Epoch 141/500
762/762 [==============================] - 0s 59us/step - loss: 0.4189 - coeff_determination: 0.9056 - val_loss: 1.2574 - val_coeff_determination: 0.7077
Epoch 142/500
762/762 [==============================] - 0s 64us/step - loss: 0.4178 - coeff_determination: 0.9058 - val_loss: 1.2594 - val_coeff_determination: 0.7073
Epoch 143/500
762/762 [==============================] - 0s 59us/step - loss: 0.4164 - coeff_determination: 0.9061 - val_loss: 1.2631 - val_coeff_determination: 0.7064
Epoch 144/500
762/762 [==============================] - 0s 63us/step - loss: 0.4149 - coeff_determination: 0.9065 - val_loss: 1.2683 - val_coeff_determination: 0.7052
Epoch 145/500
762/762 [==============================] - 0s 60us/step - loss: 0.4137 - coeff_determination: 0.9067 - val_loss: 1.2741 - val_coeff_determination: 0.7038
Epoch 146/500
762/762 [==============================] - 0s 55us/step - loss: 0.4125 - coeff_determination: 0.9070 - val_loss: 1.2790 - val_coeff_determination: 0.7027
Epoch 147/500
762/762 [==============================] - 0s 68us/step - loss: 0.4117 - coeff_determination: 0.9072 - val_loss: 1.2797 - val_coeff_determination: 0.7026
Epoch 148/500
762/762 [==============================] - 0s 63us/step - loss: 0.4101 - coeff_determination: 0.9076 - val_loss: 1.2804 - val_coeff_determination: 0.7024
Epoch 149/500
762/762 [==============================] - 0s 59us/step - loss: 0.4090 - coeff_determination: 0.9078 - val_loss: 1.2824 - val_coeff_determination: 0.7019
Epoch 150/500
762/762 [==============================] - 0s 63us/step - loss: 0.4079 - coeff_determination: 0.9080 - val_loss: 1.2856 - val_coeff_determination: 0.7012
Epoch 151/500
762/762 [==============================] - 0s 58us/step - loss: 0.4067 - coeff_determination: 0.9083 - val_loss: 1.2899 - val_coeff_determination: 0.7002
Epoch 152/500
762/762 [==============================] - 0s 59us/step - loss: 0.4055 - coeff_determination: 0.9086 - val_loss: 1.2947 - val_coeff_determination: 0.6991
Epoch 153/500
762/762 [==============================] - 0s 64us/step - loss: 0.4044 - coeff_determination: 0.9088 - val_loss: 1.2998 - val_coeff_determination: 0.6979
Epoch 154/500
762/762 [==============================] - 0s 70us/step - loss: 0.4032 - coeff_determination: 0.9091 - val_loss: 1.3040 - val_coeff_determination: 0.6969
Epoch 155/500
762/762 [==============================] - 0s 58us/step - loss: 0.4023 - coeff_determination: 0.9093 - val_loss: 1.3041 - val_coeff_determination: 0.6969
Epoch 156/500
762/762 [==============================] - 0s 60us/step - loss: 0.4009 - coeff_determination: 0.9096 - val_loss: 1.3052 - val_coeff_determination: 0.6966
Epoch 157/500
762/762 [==============================] - 0s 66us/step - loss: 0.4000 - coeff_determination: 0.9098 - val_loss: 1.3074 - val_coeff_determination: 0.6961
Epoch 158/500
762/762 [==============================] - 0s 65us/step - loss: 0.3991 - coeff_determination: 0.9100 - val_loss: 1.3104 - val_coeff_determination: 0.6954
Epoch 159/500
762/762 [==============================] - 0s 55us/step - loss: 0.3978 - coeff_determination: 0.9103 - val_loss: 1.3147 - val_coeff_determination: 0.6944
Epoch 160/500
762/762 [==============================] - 0s 52us/step - loss: 0.3965 - coeff_determination: 0.9106 - val_loss: 1.3199 - val_coeff_determination: 0.6932
Epoch 161/500
762/762 [==============================] - 0s 71us/step - loss: 0.3955 - coeff_determination: 0.9109 - val_loss: 1.3254 - val_coeff_determination: 0.6919
Epoch 162/500
762/762 [==============================] - 0s 56us/step - loss: 0.3946 - coeff_determination: 0.9111 - val_loss: 1.3296 - val_coeff_determination: 0.6910
Epoch 163/500
762/762 [==============================] - 0s 55us/step - loss: 0.3935 - coeff_determination: 0.9113 - val_loss: 1.3321 - val_coeff_determination: 0.6904
Epoch 164/500
762/762 [==============================] - 0s 64us/step - loss: 0.3922 - coeff_determination: 0.9116 - val_loss: 1.3333 - val_coeff_determination: 0.6901
Epoch 165/500
762/762 [==============================] - 0s 60us/step - loss: 0.3912 - coeff_determination: 0.9118 - val_loss: 1.3349 - val_coeff_determination: 0.6897
Epoch 166/500
762/762 [==============================] - 0s 58us/step - loss: 0.3902 - coeff_determination: 0.9120 - val_loss: 1.3381 - val_coeff_determination: 0.6890
Epoch 167/500
762/762 [==============================] - 0s 55us/step - loss: 0.3892 - coeff_determination: 0.9123 - val_loss: 1.3433 - val_coeff_determination: 0.6878
Epoch 168/500
762/762 [==============================] - 0s 59us/step - loss: 0.3880 - coeff_determination: 0.9125 - val_loss: 1.3490 - val_coeff_determination: 0.6865
Epoch 169/500
762/762 [==============================] - 0s 62us/step - loss: 0.3870 - coeff_determination: 0.9128 - val_loss: 1.3497 - val_coeff_determination: 0.6863
Epoch 170/500
762/762 [==============================] - 0s 63us/step - loss: 0.3859 - coeff_determination: 0.9130 - val_loss: 1.3518 - val_coeff_determination: 0.6858
Epoch 171/500
762/762 [==============================] - 0s 71us/step - loss: 0.3850 - coeff_determination: 0.9132 - val_loss: 1.3562 - val_coeff_determination: 0.6848
Epoch 172/500
762/762 [==============================] - 0s 59us/step - loss: 0.3840 - coeff_determination: 0.9134 - val_loss: 1.3615 - val_coeff_determination: 0.6835
Epoch 173/500
762/762 [==============================] - 0s 64us/step - loss: 0.3830 - coeff_determination: 0.9137 - val_loss: 1.3668 - val_coeff_determination: 0.6823
Epoch 174/500
762/762 [==============================] - 0s 62us/step - loss: 0.3821 - coeff_determination: 0.9139 - val_loss: 1.3707 - val_coeff_determination: 0.6814
Epoch 175/500
762/762 [==============================] - 0s 63us/step - loss: 0.3811 - coeff_determination: 0.9141 - val_loss: 1.3735 - val_coeff_determination: 0.6808
Epoch 176/500
762/762 [==============================] - 0s 70us/step - loss: 0.3801 - coeff_determination: 0.9143 - val_loss: 1.3759 - val_coeff_determination: 0.6802
Epoch 177/500
762/762 [==============================] - 0s 58us/step - loss: 0.3791 - coeff_determination: 0.9145 - val_loss: 1.3790 - val_coeff_determination: 0.6795
Epoch 178/500
762/762 [==============================] - 0s 63us/step - loss: 0.3782 - coeff_determination: 0.9147 - val_loss: 1.3825 - val_coeff_determination: 0.6787
Epoch 179/500
762/762 [==============================] - 0s 62us/step - loss: 0.3773 - coeff_determination: 0.9149 - val_loss: 1.3869 - val_coeff_determination: 0.6776
Epoch 180/500
762/762 [==============================] - 0s 59us/step - loss: 0.3764 - coeff_determination: 0.9152 - val_loss: 1.3921 - val_coeff_determination: 0.6764
Epoch 181/500
762/762 [==============================] - 0s 63us/step - loss: 0.3755 - coeff_determination: 0.9154 - val_loss: 1.3967 - val_coeff_determination: 0.6754
Epoch 182/500
762/762 [==============================] - 0s 64us/step - loss: 0.3748 - coeff_determination: 0.9155 - val_loss: 1.3954 - val_coeff_determination: 0.6757
Epoch 183/500
762/762 [==============================] - 0s 58us/step - loss: 0.3739 - coeff_determination: 0.9157 - val_loss: 1.3958 - val_coeff_determination: 0.6756
Epoch 184/500
762/762 [==============================] - 0s 62us/step - loss: 0.3732 - coeff_determination: 0.9159 - val_loss: 1.3996 - val_coeff_determination: 0.6747
Epoch 185/500
762/762 [==============================] - 0s 64us/step - loss: 0.3722 - coeff_determination: 0.9161 - val_loss: 1.4062 - val_coeff_determination: 0.6732
Epoch 186/500
762/762 [==============================] - 0s 59us/step - loss: 0.3713 - coeff_determination: 0.9163 - val_loss: 1.4125 - val_coeff_determination: 0.6717
Epoch 187/500
762/762 [==============================] - 0s 67us/step - loss: 0.3705 - coeff_determination: 0.9165 - val_loss: 1.4167 - val_coeff_determination: 0.6707
Epoch 188/500
762/762 [==============================] - 0s 62us/step - loss: 0.3697 - coeff_determination: 0.9167 - val_loss: 1.4191 - val_coeff_determination: 0.6702
Epoch 189/500
762/762 [==============================] - 0s 56us/step - loss: 0.3688 - coeff_determination: 0.9169 - val_loss: 1.4210 - val_coeff_determination: 0.6697
Epoch 190/500
762/762 [==============================] - 0s 66us/step - loss: 0.3680 - coeff_determination: 0.9170 - val_loss: 1.4231 - val_coeff_determination: 0.6692
Epoch 191/500
762/762 [==============================] - 0s 62us/step - loss: 0.3672 - coeff_determination: 0.9172 - val_loss: 1.4267 - val_coeff_determination: 0.6684
Epoch 192/500
762/762 [==============================] - 0s 70us/step - loss: 0.3664 - coeff_determination: 0.9174 - val_loss: 1.4327 - val_coeff_determination: 0.6670
Epoch 193/500
762/762 [==============================] - 0s 68us/step - loss: 0.3656 - coeff_determination: 0.9176 - val_loss: 1.4390 - val_coeff_determination: 0.6655
Epoch 194/500
762/762 [==============================] - 0s 66us/step - loss: 0.3648 - coeff_determination: 0.9178 - val_loss: 1.4421 - val_coeff_determination: 0.6648
Epoch 195/500
762/762 [==============================] - 0s 64us/step - loss: 0.3642 - coeff_determination: 0.9179 - val_loss: 1.4389 - val_coeff_determination: 0.6655
Epoch 196/500
762/762 [==============================] - 0s 60us/step - loss: 0.3634 - coeff_determination: 0.9181 - val_loss: 1.4397 - val_coeff_determination: 0.6654
Epoch 197/500
762/762 [==============================] - 0s 59us/step - loss: 0.3628 - coeff_determination: 0.9182 - val_loss: 1.4447 - val_coeff_determination: 0.6642
Epoch 198/500
762/762 [==============================] - 0s 62us/step - loss: 0.3619 - coeff_determination: 0.9184 - val_loss: 1.4509 - val_coeff_determination: 0.6628
Epoch 199/500
762/762 [==============================] - 0s 60us/step - loss: 0.3611 - coeff_determination: 0.9186 - val_loss: 1.4558 - val_coeff_determination: 0.6616
Epoch 200/500
762/762 [==============================] - 0s 59us/step - loss: 0.3606 - coeff_determination: 0.9187 - val_loss: 1.4587 - val_coeff_determination: 0.6609
Epoch 201/500
762/762 [==============================] - 0s 60us/step - loss: 0.3598 - coeff_determination: 0.9189 - val_loss: 1.4593 - val_coeff_determination: 0.6608
Epoch 202/500
762/762 [==============================] - 0s 52us/step - loss: 0.3590 - coeff_determination: 0.9191 - val_loss: 1.4593 - val_coeff_determination: 0.6608
Epoch 203/500
762/762 [==============================] - 0s 45us/step - loss: 0.3584 - coeff_determination: 0.9192 - val_loss: 1.4612 - val_coeff_determination: 0.6604
Epoch 204/500
762/762 [==============================] - 0s 62us/step - loss: 0.3577 - coeff_determination: 0.9194 - val_loss: 1.4659 - val_coeff_determination: 0.6593
Epoch 205/500
762/762 [==============================] - 0s 62us/step - loss: 0.3570 - coeff_determination: 0.9195 - val_loss: 1.4714 - val_coeff_determination: 0.6580
Epoch 206/500
762/762 [==============================] - 0s 61us/step - loss: 0.3563 - coeff_determination: 0.9197 - val_loss: 1.4746 - val_coeff_determination: 0.6573
Epoch 207/500
762/762 [==============================] - 0s 62us/step - loss: 0.3556 - coeff_determination: 0.9198 - val_loss: 1.4762 - val_coeff_determination: 0.6569
Epoch 208/500
762/762 [==============================] - 0s 64us/step - loss: 0.3549 - coeff_determination: 0.9200 - val_loss: 1.4787 - val_coeff_determination: 0.6563
Epoch 209/500
762/762 [==============================] - 0s 51us/step - loss: 0.3543 - coeff_determination: 0.9201 - val_loss: 1.4812 - val_coeff_determination: 0.6557
Epoch 210/500
762/762 [==============================] - 0s 66us/step - loss: 0.3537 - coeff_determination: 0.9203 - val_loss: 1.4837 - val_coeff_determination: 0.6551
Epoch 211/500
762/762 [==============================] - 0s 66us/step - loss: 0.3530 - coeff_determination: 0.9204 - val_loss: 1.4860 - val_coeff_determination: 0.6546
Epoch 212/500
762/762 [==============================] - 0s 70us/step - loss: 0.3523 - coeff_determination: 0.9206 - val_loss: 1.4902 - val_coeff_determination: 0.6536
Epoch 213/500
762/762 [==============================] - 0s 56us/step - loss: 0.3517 - coeff_determination: 0.9207 - val_loss: 1.4892 - val_coeff_determination: 0.6539
Epoch 214/500
762/762 [==============================] - 0s 61us/step - loss: 0.3513 - coeff_determination: 0.9208 - val_loss: 1.4906 - val_coeff_determination: 0.6535
Epoch 215/500
762/762 [==============================] - 0s 68us/step - loss: 0.3507 - coeff_determination: 0.9209 - val_loss: 1.4952 - val_coeff_determination: 0.6525
Epoch 216/500
762/762 [==============================] - 0s 62us/step - loss: 0.3500 - coeff_determination: 0.9211 - val_loss: 1.5020 - val_coeff_determination: 0.6509
Epoch 217/500
762/762 [==============================] - 0s 63us/step - loss: 0.3494 - coeff_determination: 0.9212 - val_loss: 1.5073 - val_coeff_determination: 0.6497
Epoch 218/500
762/762 [==============================] - 0s 73us/step - loss: 0.3489 - coeff_determination: 0.9214 - val_loss: 1.5097 - val_coeff_determination: 0.6491
Epoch 219/500
762/762 [==============================] - 0s 63us/step - loss: 0.3482 - coeff_determination: 0.9215 - val_loss: 1.5109 - val_coeff_determination: 0.6488
Epoch 220/500
762/762 [==============================] - 0s 68us/step - loss: 0.3477 - coeff_determination: 0.9216 - val_loss: 1.5127 - val_coeff_determination: 0.6484
Epoch 221/500
762/762 [==============================] - 0s 70us/step - loss: 0.3472 - coeff_determination: 0.9217 - val_loss: 1.5145 - val_coeff_determination: 0.6480
Epoch 222/500
762/762 [==============================] - 0s 63us/step - loss: 0.3466 - coeff_determination: 0.9219 - val_loss: 1.5170 - val_coeff_determination: 0.6474
Epoch 223/500
762/762 [==============================] - 0s 72us/step - loss: 0.3461 - coeff_determination: 0.9220 - val_loss: 1.5197 - val_coeff_determination: 0.6468
Epoch 224/500
762/762 [==============================] - 0s 67us/step - loss: 0.3455 - coeff_determination: 0.9221 - val_loss: 1.5224 - val_coeff_determination: 0.6461
Epoch 225/500
762/762 [==============================] - 0s 70us/step - loss: 0.3450 - coeff_determination: 0.9222 - val_loss: 1.5261 - val_coeff_determination: 0.6453
Epoch 226/500
762/762 [==============================] - 0s 68us/step - loss: 0.3445 - coeff_determination: 0.9223 - val_loss: 1.5302 - val_coeff_determination: 0.6443
Epoch 227/500
762/762 [==============================] - 0s 73us/step - loss: 0.3440 - coeff_determination: 0.9224 - val_loss: 1.5338 - val_coeff_determination: 0.6435
Epoch 228/500
762/762 [==============================] - 0s 67us/step - loss: 0.3436 - coeff_determination: 0.9225 - val_loss: 1.5366 - val_coeff_determination: 0.6428
Epoch 229/500
762/762 [==============================] - 0s 70us/step - loss: 0.3431 - coeff_determination: 0.9227 - val_loss: 1.5389 - val_coeff_determination: 0.6423
Epoch 230/500
762/762 [==============================] - 0s 68us/step - loss: 0.3427 - coeff_determination: 0.9228 - val_loss: 1.5408 - val_coeff_determination: 0.6419
Epoch 231/500
762/762 [==============================] - 0s 64us/step - loss: 0.3423 - coeff_determination: 0.9228 - val_loss: 1.5453 - val_coeff_determination: 0.6408
Epoch 232/500
762/762 [==============================] - 0s 73us/step - loss: 0.3418 - coeff_determination: 0.9230 - val_loss: 1.5505 - val_coeff_determination: 0.6396
Epoch 233/500
762/762 [==============================] - 0s 67us/step - loss: 0.3413 - coeff_determination: 0.9231 - val_loss: 1.5536 - val_coeff_determination: 0.6389
Epoch 234/500
762/762 [==============================] - 0s 72us/step - loss: 0.3410 - coeff_determination: 0.9231 - val_loss: 1.5518 - val_coeff_determination: 0.6393
Epoch 235/500
762/762 [==============================] - 0s 71us/step - loss: 0.3405 - coeff_determination: 0.9232 - val_loss: 1.5542 - val_coeff_determination: 0.6388
Epoch 236/500
762/762 [==============================] - 0s 70us/step - loss: 0.3402 - coeff_determination: 0.9233 - val_loss: 1.5593 - val_coeff_determination: 0.6376
Epoch 237/500
762/762 [==============================] - 0s 64us/step - loss: 0.3397 - coeff_determination: 0.9234 - val_loss: 1.5631 - val_coeff_determination: 0.6367
Epoch 238/500
762/762 [==============================] - 0s 70us/step - loss: 0.3393 - coeff_determination: 0.9235 - val_loss: 1.5662 - val_coeff_determination: 0.6360
Epoch 239/500
762/762 [==============================] - 0s 68us/step - loss: 0.3390 - coeff_determination: 0.9236 - val_loss: 1.5668 - val_coeff_determination: 0.6358
Epoch 240/500
762/762 [==============================] - 0s 62us/step - loss: 0.3386 - coeff_determination: 0.9237 - val_loss: 1.5682 - val_coeff_determination: 0.6355
Epoch 241/500
762/762 [==============================] - 0s 71us/step - loss: 0.3382 - coeff_determination: 0.9238 - val_loss: 1.5707 - val_coeff_determination: 0.6349
Epoch 242/500
762/762 [==============================] - 0s 62us/step - loss: 0.3378 - coeff_determination: 0.9239 - val_loss: 1.5736 - val_coeff_determination: 0.6342
Epoch 243/500
762/762 [==============================] - 0s 64us/step - loss: 0.3375 - coeff_determination: 0.9239 - val_loss: 1.5772 - val_coeff_determination: 0.6334
Epoch 244/500
762/762 [==============================] - 0s 67us/step - loss: 0.3371 - coeff_determination: 0.9240 - val_loss: 1.5795 - val_coeff_determination: 0.6329
Epoch 245/500
762/762 [==============================] - 0s 66us/step - loss: 0.3367 - coeff_determination: 0.9241 - val_loss: 1.5808 - val_coeff_determination: 0.6326
Epoch 246/500
762/762 [==============================] - 0s 63us/step - loss: 0.3364 - coeff_determination: 0.9242 - val_loss: 1.5851 - val_coeff_determination: 0.6316
Epoch 247/500
762/762 [==============================] - 0s 60us/step - loss: 0.3360 - coeff_determination: 0.9243 - val_loss: 1.5865 - val_coeff_determination: 0.6313
Epoch 248/500
762/762 [==============================] - 0s 49us/step - loss: 0.3357 - coeff_determination: 0.9243 - val_loss: 1.5881 - val_coeff_determination: 0.6309
Epoch 249/500
762/762 [==============================] - 0s 71us/step - loss: 0.3353 - coeff_determination: 0.9244 - val_loss: 1.5916 - val_coeff_determination: 0.6301
Epoch 250/500
762/762 [==============================] - 0s 60us/step - loss: 0.3350 - coeff_determination: 0.9245 - val_loss: 1.5947 - val_coeff_determination: 0.6293
Epoch 251/500
762/762 [==============================] - 0s 60us/step - loss: 0.3346 - coeff_determination: 0.9246 - val_loss: 1.5959 - val_coeff_determination: 0.6291
Epoch 252/500
762/762 [==============================] - 0s 65us/step - loss: 0.3343 - coeff_determination: 0.9246 - val_loss: 1.5994 - val_coeff_determination: 0.6282
Epoch 253/500
762/762 [==============================] - 0s 63us/step - loss: 0.3340 - coeff_determination: 0.9247 - val_loss: 1.6017 - val_coeff_determination: 0.6277
Epoch 254/500
762/762 [==============================] - 0s 58us/step - loss: 0.3336 - coeff_determination: 0.9248 - val_loss: 1.6015 - val_coeff_determination: 0.6278
Epoch 255/500
762/762 [==============================] - 0s 49us/step - loss: 0.3332 - coeff_determination: 0.9249 - val_loss: 1.6052 - val_coeff_determination: 0.6269
Epoch 256/500
762/762 [==============================] - 0s 66us/step - loss: 0.3329 - coeff_determination: 0.9250 - val_loss: 1.6091 - val_coeff_determination: 0.6260
Epoch 257/500
762/762 [==============================] - 0s 61us/step - loss: 0.3325 - coeff_determination: 0.9250 - val_loss: 1.6083 - val_coeff_determination: 0.6262
Epoch 258/500
762/762 [==============================] - 0s 59us/step - loss: 0.3322 - coeff_determination: 0.9251 - val_loss: 1.6098 - val_coeff_determination: 0.6258
Epoch 259/500
762/762 [==============================] - 0s 63us/step - loss: 0.3318 - coeff_determination: 0.9252 - val_loss: 1.6137 - val_coeff_determination: 0.6249
Epoch 260/500
762/762 [==============================] - 0s 62us/step - loss: 0.3315 - coeff_determination: 0.9253 - val_loss: 1.6155 - val_coeff_determination: 0.6245
Epoch 261/500
762/762 [==============================] - 0s 66us/step - loss: 0.3312 - coeff_determination: 0.9253 - val_loss: 1.6158 - val_coeff_determination: 0.6244
Epoch 262/500
762/762 [==============================] - 0s 64us/step - loss: 0.3309 - coeff_determination: 0.9254 - val_loss: 1.6203 - val_coeff_determination: 0.6234
Epoch 263/500
762/762 [==============================] - 0s 63us/step - loss: 0.3306 - coeff_determination: 0.9255 - val_loss: 1.6221 - val_coeff_determination: 0.6230
Epoch 264/500
762/762 [==============================] - 0s 63us/step - loss: 0.3302 - coeff_determination: 0.9256 - val_loss: 1.6210 - val_coeff_determination: 0.6232
Epoch 265/500
762/762 [==============================] - 0s 64us/step - loss: 0.3299 - coeff_determination: 0.9256 - val_loss: 1.6242 - val_coeff_determination: 0.6225
Epoch 266/500
762/762 [==============================] - 0s 62us/step - loss: 0.3296 - coeff_determination: 0.9257 - val_loss: 1.6272 - val_coeff_determination: 0.6218
Epoch 267/500
762/762 [==============================] - 0s 62us/step - loss: 0.3293 - coeff_determination: 0.9258 - val_loss: 1.6275 - val_coeff_determination: 0.6217
Epoch 268/500
762/762 [==============================] - 0s 66us/step - loss: 0.3290 - coeff_determination: 0.9258 - val_loss: 1.6255 - val_coeff_determination: 0.6222
Epoch 269/500
762/762 [==============================] - 0s 66us/step - loss: 0.3288 - coeff_determination: 0.9259 - val_loss: 1.6283 - val_coeff_determination: 0.6215
Epoch 270/500
762/762 [==============================] - 0s 62us/step - loss: 0.3285 - coeff_determination: 0.9259 - val_loss: 1.6330 - val_coeff_determination: 0.6204
Epoch 271/500
762/762 [==============================] - 0s 72us/step - loss: 0.3282 - coeff_determination: 0.9260 - val_loss: 1.6363 - val_coeff_determination: 0.6197
Epoch 272/500
762/762 [==============================] - 0s 54us/step - loss: 0.3279 - coeff_determination: 0.9261 - val_loss: 1.6369 - val_coeff_determination: 0.6195
Epoch 273/500
762/762 [==============================] - 0s 55us/step - loss: 0.3277 - coeff_determination: 0.9261 - val_loss: 1.6351 - val_coeff_determination: 0.6200
Epoch 274/500
762/762 [==============================] - 0s 67us/step - loss: 0.3274 - coeff_determination: 0.9262 - val_loss: 1.6379 - val_coeff_determination: 0.6193
Epoch 275/500
762/762 [==============================] - 0s 62us/step - loss: 0.3271 - coeff_determination: 0.9263 - val_loss: 1.6418 - val_coeff_determination: 0.6184
Epoch 276/500
762/762 [==============================] - 0s 55us/step - loss: 0.3268 - coeff_determination: 0.9263 - val_loss: 1.6423 - val_coeff_determination: 0.6183
Epoch 277/500
762/762 [==============================] - 0s 59us/step - loss: 0.3266 - coeff_determination: 0.9264 - val_loss: 1.6435 - val_coeff_determination: 0.6180
Epoch 278/500
762/762 [==============================] - 0s 63us/step - loss: 0.3263 - coeff_determination: 0.9264 - val_loss: 1.6475 - val_coeff_determination: 0.6171
Epoch 279/500
762/762 [==============================] - 0s 70us/step - loss: 0.3261 - coeff_determination: 0.9265 - val_loss: 1.6463 - val_coeff_determination: 0.6173
Epoch 280/500
762/762 [==============================] - 0s 58us/step - loss: 0.3258 - coeff_determination: 0.9266 - val_loss: 1.6480 - val_coeff_determination: 0.6170
Epoch 281/500
762/762 [==============================] - 0s 54us/step - loss: 0.3255 - coeff_determination: 0.9266 - val_loss: 1.6494 - val_coeff_determination: 0.6166
Epoch 282/500
762/762 [==============================] - 0s 70us/step - loss: 0.3252 - coeff_determination: 0.9267 - val_loss: 1.6487 - val_coeff_determination: 0.6168
Epoch 283/500
762/762 [==============================] - 0s 59us/step - loss: 0.3248 - coeff_determination: 0.9268 - val_loss: 1.6532 - val_coeff_determination: 0.6158
Epoch 284/500
762/762 [==============================] - 0s 59us/step - loss: 0.3245 - coeff_determination: 0.9268 - val_loss: 1.6556 - val_coeff_determination: 0.6152
Epoch 285/500
762/762 [==============================] - 0s 55us/step - loss: 0.3241 - coeff_determination: 0.9269 - val_loss: 1.6549 - val_coeff_determination: 0.6154
Epoch 286/500
762/762 [==============================] - 0s 64us/step - loss: 0.3238 - coeff_determination: 0.9270 - val_loss: 1.6561 - val_coeff_determination: 0.6151
Epoch 287/500
762/762 [==============================] - 0s 60us/step - loss: 0.3235 - coeff_determination: 0.9271 - val_loss: 1.6595 - val_coeff_determination: 0.6143
Epoch 288/500
762/762 [==============================] - 0s 64us/step - loss: 0.3232 - coeff_determination: 0.9271 - val_loss: 1.6607 - val_coeff_determination: 0.6140
Epoch 289/500
762/762 [==============================] - 0s 59us/step - loss: 0.3229 - coeff_determination: 0.9272 - val_loss: 1.6622 - val_coeff_determination: 0.6136
Epoch 290/500
762/762 [==============================] - 0s 72us/step - loss: 0.3226 - coeff_determination: 0.9273 - val_loss: 1.6625 - val_coeff_determination: 0.6136
Epoch 291/500
762/762 [==============================] - 0s 60us/step - loss: 0.3224 - coeff_determination: 0.9273 - val_loss: 1.6649 - val_coeff_determination: 0.6130
Epoch 292/500
762/762 [==============================] - 0s 59us/step - loss: 0.3221 - coeff_determination: 0.9274 - val_loss: 1.6669 - val_coeff_determination: 0.6126
Epoch 293/500
762/762 [==============================] - 0s 55us/step - loss: 0.3218 - coeff_determination: 0.9274 - val_loss: 1.6649 - val_coeff_determination: 0.6130
Epoch 294/500
762/762 [==============================] - 0s 63us/step - loss: 0.3216 - coeff_determination: 0.9275 - val_loss: 1.6638 - val_coeff_determination: 0.6133
Epoch 295/500
762/762 [==============================] - 0s 58us/step - loss: 0.3213 - coeff_determination: 0.9276 - val_loss: 1.6678 - val_coeff_determination: 0.6124
Epoch 296/500
762/762 [==============================] - 0s 60us/step - loss: 0.3211 - coeff_determination: 0.9276 - val_loss: 1.6680 - val_coeff_determination: 0.6123
Epoch 297/500
762/762 [==============================] - 0s 71us/step - loss: 0.3208 - coeff_determination: 0.9277 - val_loss: 1.6697 - val_coeff_determination: 0.6119
Epoch 298/500
762/762 [==============================] - 0s 54us/step - loss: 0.3205 - coeff_determination: 0.9277 - val_loss: 1.6718 - val_coeff_determination: 0.6114
Epoch 299/500
762/762 [==============================] - 0s 46us/step - loss: 0.3203 - coeff_determination: 0.9278 - val_loss: 1.6721 - val_coeff_determination: 0.6114
Epoch 300/500
762/762 [==============================] - 0s 77us/step - loss: 0.3201 - coeff_determination: 0.9279 - val_loss: 1.6739 - val_coeff_determination: 0.6109
Epoch 301/500
762/762 [==============================] - 0s 52us/step - loss: 0.3198 - coeff_determination: 0.9279 - val_loss: 1.6734 - val_coeff_determination: 0.6111
Epoch 302/500
762/762 [==============================] - 0s 65us/step - loss: 0.3196 - coeff_determination: 0.9280 - val_loss: 1.6745 - val_coeff_determination: 0.6108
Epoch 303/500
762/762 [==============================] - 0s 69us/step - loss: 0.3193 - coeff_determination: 0.9280 - val_loss: 1.6766 - val_coeff_determination: 0.6103
Epoch 304/500
762/762 [==============================] - 0s 58us/step - loss: 0.3191 - coeff_determination: 0.9281 - val_loss: 1.6789 - val_coeff_determination: 0.6098
Epoch 305/500
762/762 [==============================] - 0s 59us/step - loss: 0.3189 - coeff_determination: 0.9281 - val_loss: 1.6769 - val_coeff_determination: 0.6102
Epoch 306/500
762/762 [==============================] - 0s 62us/step - loss: 0.3187 - coeff_determination: 0.9282 - val_loss: 1.6822 - val_coeff_determination: 0.6090
Epoch 307/500
762/762 [==============================] - 0s 51us/step - loss: 0.3184 - coeff_determination: 0.9282 - val_loss: 1.6804 - val_coeff_determination: 0.6094
Epoch 308/500
762/762 [==============================] - 0s 66us/step - loss: 0.3182 - coeff_determination: 0.9283 - val_loss: 1.6839 - val_coeff_determination: 0.6086
Epoch 309/500
762/762 [==============================] - 0s 74us/step - loss: 0.3179 - coeff_determination: 0.9283 - val_loss: 1.6854 - val_coeff_determination: 0.6083
Epoch 310/500
762/762 [==============================] - 0s 64us/step - loss: 0.3177 - coeff_determination: 0.9284 - val_loss: 1.6832 - val_coeff_determination: 0.6088
Epoch 311/500
762/762 [==============================] - 0s 56us/step - loss: 0.3175 - coeff_determination: 0.9284 - val_loss: 1.6886 - val_coeff_determination: 0.6075
Epoch 312/500
762/762 [==============================] - 0s 62us/step - loss: 0.3173 - coeff_determination: 0.9285 - val_loss: 1.6830 - val_coeff_determination: 0.6088
Epoch 313/500
762/762 [==============================] - 0s 62us/step - loss: 0.3171 - coeff_determination: 0.9285 - val_loss: 1.6871 - val_coeff_determination: 0.6079
Epoch 314/500
762/762 [==============================] - 0s 62us/step - loss: 0.3169 - coeff_determination: 0.9286 - val_loss: 1.6891 - val_coeff_determination: 0.6074
Epoch 315/500
762/762 [==============================] - 0s 59us/step - loss: 0.3167 - coeff_determination: 0.9286 - val_loss: 1.6880 - val_coeff_determination: 0.6076
Epoch 316/500
762/762 [==============================] - 0s 62us/step - loss: 0.3164 - coeff_determination: 0.9287 - val_loss: 1.6911 - val_coeff_determination: 0.6069
Epoch 317/500
762/762 [==============================] - 0s 64us/step - loss: 0.3162 - coeff_determination: 0.9287 - val_loss: 1.6893 - val_coeff_determination: 0.6073
Epoch 318/500
762/762 [==============================] - 0s 68us/step - loss: 0.3161 - coeff_determination: 0.9288 - val_loss: 1.6944 - val_coeff_determination: 0.6062
Epoch 319/500
762/762 [==============================] - 0s 62us/step - loss: 0.3158 - coeff_determination: 0.9288 - val_loss: 1.6918 - val_coeff_determination: 0.6068
Epoch 320/500
762/762 [==============================] - 0s 59us/step - loss: 0.3156 - coeff_determination: 0.9288 - val_loss: 1.6945 - val_coeff_determination: 0.6062
Epoch 321/500
762/762 [==============================] - 0s 60us/step - loss: 0.3154 - coeff_determination: 0.9289 - val_loss: 1.6965 - val_coeff_determination: 0.6057
Epoch 322/500
762/762 [==============================] - 0s 66us/step - loss: 0.3153 - coeff_determination: 0.9289 - val_loss: 1.6927 - val_coeff_determination: 0.6066
Epoch 323/500
762/762 [==============================] - 0s 55us/step - loss: 0.3151 - coeff_determination: 0.9290 - val_loss: 1.7013 - val_coeff_determination: 0.6046
Epoch 324/500
762/762 [==============================] - 0s 67us/step - loss: 0.3150 - coeff_determination: 0.9290 - val_loss: 1.6955 - val_coeff_determination: 0.6059
Epoch 325/500
762/762 [==============================] - 0s 58us/step - loss: 0.3148 - coeff_determination: 0.9290 - val_loss: 1.7031 - val_coeff_determination: 0.6041
Epoch 326/500
762/762 [==============================] - 0s 67us/step - loss: 0.3145 - coeff_determination: 0.9291 - val_loss: 1.7005 - val_coeff_determination: 0.6047
Epoch 327/500
762/762 [==============================] - 0s 59us/step - loss: 0.3143 - coeff_determination: 0.9291 - val_loss: 1.7019 - val_coeff_determination: 0.6044
Epoch 328/500
762/762 [==============================] - 0s 64us/step - loss: 0.3141 - coeff_determination: 0.9292 - val_loss: 1.7057 - val_coeff_determination: 0.6035
Epoch 329/500
762/762 [==============================] - 0s 63us/step - loss: 0.3140 - coeff_determination: 0.9292 - val_loss: 1.6996 - val_coeff_determination: 0.6050
Epoch 330/500
762/762 [==============================] - 0s 59us/step - loss: 0.3138 - coeff_determination: 0.9293 - val_loss: 1.7083 - val_coeff_determination: 0.6029
Epoch 331/500
762/762 [==============================] - 0s 66us/step - loss: 0.3137 - coeff_determination: 0.9293 - val_loss: 1.7027 - val_coeff_determination: 0.6042
Epoch 332/500
762/762 [==============================] - 0s 55us/step - loss: 0.3135 - coeff_determination: 0.9293 - val_loss: 1.7098 - val_coeff_determination: 0.6026
Epoch 333/500
762/762 [==============================] - 0s 58us/step - loss: 0.3132 - coeff_determination: 0.9294 - val_loss: 1.7066 - val_coeff_determination: 0.6033
Epoch 334/500
762/762 [==============================] - 0s 55us/step - loss: 0.3131 - coeff_determination: 0.9294 - val_loss: 1.7094 - val_coeff_determination: 0.6027
Epoch 335/500
762/762 [==============================] - 0s 62us/step - loss: 0.3129 - coeff_determination: 0.9295 - val_loss: 1.7125 - val_coeff_determination: 0.6020
Epoch 336/500
762/762 [==============================] - 0s 59us/step - loss: 0.3127 - coeff_determination: 0.9295 - val_loss: 1.7093 - val_coeff_determination: 0.6027
Epoch 337/500
762/762 [==============================] - 0s 68us/step - loss: 0.3126 - coeff_determination: 0.9295 - val_loss: 1.7177 - val_coeff_determination: 0.6008
Epoch 338/500
762/762 [==============================] - 0s 64us/step - loss: 0.3125 - coeff_determination: 0.9296 - val_loss: 1.7094 - val_coeff_determination: 0.6027
Epoch 339/500
762/762 [==============================] - 0s 66us/step - loss: 0.3124 - coeff_determination: 0.9296 - val_loss: 1.7225 - val_coeff_determination: 0.5996
Epoch 340/500
762/762 [==============================] - 0s 63us/step - loss: 0.3123 - coeff_determination: 0.9296 - val_loss: 1.7097 - val_coeff_determination: 0.6026
Epoch 341/500
762/762 [==============================] - 0s 66us/step - loss: 0.3121 - coeff_determination: 0.9297 - val_loss: 1.7206 - val_coeff_determination: 0.6001
Epoch 342/500
762/762 [==============================] - 0s 59us/step - loss: 0.3118 - coeff_determination: 0.9297 - val_loss: 1.7167 - val_coeff_determination: 0.6010
Epoch 343/500
762/762 [==============================] - 0s 55us/step - loss: 0.3116 - coeff_determination: 0.9298 - val_loss: 1.7190 - val_coeff_determination: 0.6005
Epoch 344/500
762/762 [==============================] - 0s 60us/step - loss: 0.3114 - coeff_determination: 0.9298 - val_loss: 1.7203 - val_coeff_determination: 0.6001
Epoch 345/500
762/762 [==============================] - 0s 59us/step - loss: 0.3112 - coeff_determination: 0.9298 - val_loss: 1.7180 - val_coeff_determination: 0.6007
Epoch 346/500
762/762 [==============================] - 0s 45us/step - loss: 0.3111 - coeff_determination: 0.9299 - val_loss: 1.7271 - val_coeff_determination: 0.5986
Epoch 347/500
762/762 [==============================] - 0s 82us/step - loss: 0.3110 - coeff_determination: 0.9299 - val_loss: 1.7182 - val_coeff_determination: 0.6006
Epoch 348/500
762/762 [==============================] - 0s 60us/step - loss: 0.3109 - coeff_determination: 0.9299 - val_loss: 1.7329 - val_coeff_determination: 0.5972
Epoch 349/500
762/762 [==============================] - 0s 66us/step - loss: 0.3108 - coeff_determination: 0.9299 - val_loss: 1.7198 - val_coeff_determination: 0.6003
Epoch 350/500
762/762 [==============================] - 0s 62us/step - loss: 0.3107 - coeff_determination: 0.9300 - val_loss: 1.7346 - val_coeff_determination: 0.5968
Epoch 351/500
762/762 [==============================] - 0s 59us/step - loss: 0.3105 - coeff_determination: 0.9300 - val_loss: 1.7250 - val_coeff_determination: 0.5991
Epoch 352/500
762/762 [==============================] - 0s 60us/step - loss: 0.3103 - coeff_determination: 0.9301 - val_loss: 1.7332 - val_coeff_determination: 0.5971
Epoch 353/500
762/762 [==============================] - 0s 66us/step - loss: 0.3100 - coeff_determination: 0.9301 - val_loss: 1.7277 - val_coeff_determination: 0.5984
Epoch 354/500
762/762 [==============================] - 0s 59us/step - loss: 0.3098 - coeff_determination: 0.9302 - val_loss: 1.7304 - val_coeff_determination: 0.5978
Epoch 355/500
762/762 [==============================] - 0s 63us/step - loss: 0.3097 - coeff_determination: 0.9302 - val_loss: 1.7339 - val_coeff_determination: 0.5970
Epoch 356/500
762/762 [==============================] - 0s 66us/step - loss: 0.3095 - coeff_determination: 0.9302 - val_loss: 1.7320 - val_coeff_determination: 0.5974
Epoch 357/500
762/762 [==============================] - 0s 62us/step - loss: 0.3094 - coeff_determination: 0.9303 - val_loss: 1.7387 - val_coeff_determination: 0.5959
Epoch 358/500
762/762 [==============================] - 0s 70us/step - loss: 0.3093 - coeff_determination: 0.9303 - val_loss: 1.7317 - val_coeff_determination: 0.5975
Epoch 359/500
762/762 [==============================] - 0s 62us/step - loss: 0.3092 - coeff_determination: 0.9303 - val_loss: 1.7460 - val_coeff_determination: 0.5942
Epoch 360/500
762/762 [==============================] - 0s 67us/step - loss: 0.3092 - coeff_determination: 0.9303 - val_loss: 1.7321 - val_coeff_determination: 0.5974
Epoch 361/500
762/762 [==============================] - 0s 68us/step - loss: 0.3092 - coeff_determination: 0.9303 - val_loss: 1.7528 - val_coeff_determination: 0.5926
Epoch 362/500
762/762 [==============================] - 0s 60us/step - loss: 0.3091 - coeff_determination: 0.9303 - val_loss: 1.7329 - val_coeff_determination: 0.5972
Epoch 363/500
762/762 [==============================] - 0s 60us/step - loss: 0.3091 - coeff_determination: 0.9303 - val_loss: 1.7573 - val_coeff_determination: 0.5915
Epoch 364/500
762/762 [==============================] - 0s 54us/step - loss: 0.3090 - coeff_determination: 0.9303 - val_loss: 1.7312 - val_coeff_determination: 0.5976
Epoch 365/500
762/762 [==============================] - 0s 69us/step - loss: 0.3090 - coeff_determination: 0.9304 - val_loss: 1.7557 - val_coeff_determination: 0.5919
Epoch 366/500
762/762 [==============================] - 0s 60us/step - loss: 0.3086 - coeff_determination: 0.9304 - val_loss: 1.7383 - val_coeff_determination: 0.5960
Epoch 367/500
762/762 [==============================] - 0s 64us/step - loss: 0.3083 - coeff_determination: 0.9305 - val_loss: 1.7515 - val_coeff_determination: 0.5929
Epoch 368/500
762/762 [==============================] - 0s 62us/step - loss: 0.3079 - coeff_determination: 0.9306 - val_loss: 1.7465 - val_coeff_determination: 0.5941
Epoch 369/500
762/762 [==============================] - 0s 56us/step - loss: 0.3076 - coeff_determination: 0.9307 - val_loss: 1.7482 - val_coeff_determination: 0.5937
Epoch 370/500
762/762 [==============================] - 0s 70us/step - loss: 0.3074 - coeff_determination: 0.9307 - val_loss: 1.7565 - val_coeff_determination: 0.5917
Epoch 371/500
762/762 [==============================] - 0s 64us/step - loss: 0.3073 - coeff_determination: 0.9307 - val_loss: 1.7441 - val_coeff_determination: 0.5946
Epoch 372/500
762/762 [==============================] - 0s 55us/step - loss: 0.3073 - coeff_determination: 0.9307 - val_loss: 1.7609 - val_coeff_determination: 0.5907
Epoch 373/500
762/762 [==============================] - 0s 52us/step - loss: 0.3073 - coeff_determination: 0.9307 - val_loss: 1.7444 - val_coeff_determination: 0.5946
Epoch 374/500
762/762 [==============================] - 0s 72us/step - loss: 0.3073 - coeff_determination: 0.9307 - val_loss: 1.7697 - val_coeff_determination: 0.5887
Epoch 375/500
762/762 [==============================] - 0s 62us/step - loss: 0.3074 - coeff_determination: 0.9307 - val_loss: 1.7401 - val_coeff_determination: 0.5956
Epoch 376/500
762/762 [==============================] - 0s 68us/step - loss: 0.3075 - coeff_determination: 0.9307 - val_loss: 1.7742 - val_coeff_determination: 0.5876
Epoch 377/500
762/762 [==============================] - 0s 60us/step - loss: 0.3075 - coeff_determination: 0.9307 - val_loss: 1.7410 - val_coeff_determination: 0.5953
Epoch 378/500
762/762 [==============================] - 0s 62us/step - loss: 0.3077 - coeff_determination: 0.9306 - val_loss: 1.7777 - val_coeff_determination: 0.5868
Epoch 379/500
762/762 [==============================] - 0s 66us/step - loss: 0.3075 - coeff_determination: 0.9307 - val_loss: 1.7412 - val_coeff_determination: 0.5953
Epoch 380/500
762/762 [==============================] - 0s 60us/step - loss: 0.3075 - coeff_determination: 0.9307 - val_loss: 1.7794 - val_coeff_determination: 0.5864
Epoch 381/500
762/762 [==============================] - 0s 66us/step - loss: 0.3071 - coeff_determination: 0.9308 - val_loss: 1.7497 - val_coeff_determination: 0.5933
Epoch 382/500
762/762 [==============================] - 0s 70us/step - loss: 0.3065 - coeff_determination: 0.9309 - val_loss: 1.7733 - val_coeff_determination: 0.5878
Epoch 383/500
762/762 [==============================] - 0s 63us/step - loss: 0.3058 - coeff_determination: 0.9311 - val_loss: 1.7624 - val_coeff_determination: 0.5904
Epoch 384/500
762/762 [==============================] - 0s 64us/step - loss: 0.3054 - coeff_determination: 0.9311 - val_loss: 1.7665 - val_coeff_determination: 0.5894
Epoch 385/500
762/762 [==============================] - 0s 72us/step - loss: 0.3052 - coeff_determination: 0.9312 - val_loss: 1.7761 - val_coeff_determination: 0.5872
Epoch 386/500
762/762 [==============================] - 0s 63us/step - loss: 0.3053 - coeff_determination: 0.9312 - val_loss: 1.7586 - val_coeff_determination: 0.5912
Epoch 387/500
762/762 [==============================] - 0s 58us/step - loss: 0.3055 - coeff_determination: 0.9311 - val_loss: 1.7846 - val_coeff_determination: 0.5852
Epoch 388/500
762/762 [==============================] - 0s 59us/step - loss: 0.3057 - coeff_determination: 0.9311 - val_loss: 1.7537 - val_coeff_determination: 0.5924
Epoch 389/500
762/762 [==============================] - 0s 60us/step - loss: 0.3062 - coeff_determination: 0.9310 - val_loss: 1.7945 - val_coeff_determination: 0.5829
Epoch 390/500
762/762 [==============================] - 0s 67us/step - loss: 0.3065 - coeff_determination: 0.9309 - val_loss: 1.7501 - val_coeff_determination: 0.5932
Epoch 391/500
762/762 [==============================] - 0s 58us/step - loss: 0.3070 - coeff_determination: 0.9308 - val_loss: 1.8030 - val_coeff_determination: 0.5809
Epoch 392/500
762/762 [==============================] - 0s 58us/step - loss: 0.3070 - coeff_determination: 0.9308 - val_loss: 1.7528 - val_coeff_determination: 0.5926
Epoch 393/500
762/762 [==============================] - 0s 62us/step - loss: 0.3068 - coeff_determination: 0.9308 - val_loss: 1.8023 - val_coeff_determination: 0.5811
Epoch 394/500
762/762 [==============================] - 0s 59us/step - loss: 0.3059 - coeff_determination: 0.9310 - val_loss: 1.7634 - val_coeff_determination: 0.5901
Epoch 395/500
762/762 [==============================] - 0s 66us/step - loss: 0.3049 - coeff_determination: 0.9313 - val_loss: 1.7858 - val_coeff_determination: 0.5849
Epoch 396/500
762/762 [==============================] - 0s 63us/step - loss: 0.3040 - coeff_determination: 0.9315 - val_loss: 1.7804 - val_coeff_determination: 0.5862
Epoch 397/500
762/762 [==============================] - 0s 64us/step - loss: 0.3036 - coeff_determination: 0.9316 - val_loss: 1.7763 - val_coeff_determination: 0.5871
Epoch 398/500
762/762 [==============================] - 0s 65us/step - loss: 0.3037 - coeff_determination: 0.9315 - val_loss: 1.7971 - val_coeff_determination: 0.5823
Epoch 399/500
762/762 [==============================] - 0s 60us/step - loss: 0.3041 - coeff_determination: 0.9315 - val_loss: 1.7672 - val_coeff_determination: 0.5892
Epoch 400/500
762/762 [==============================] - 0s 61us/step - loss: 0.3045 - coeff_determination: 0.9314 - val_loss: 1.8080 - val_coeff_determination: 0.5798
Epoch 401/500
762/762 [==============================] - 0s 50us/step - loss: 0.3046 - coeff_determination: 0.9313 - val_loss: 1.7714 - val_coeff_determination: 0.5883
Epoch 402/500
762/762 [==============================] - 0s 76us/step - loss: 0.3047 - coeff_determination: 0.9313 - val_loss: 1.8101 - val_coeff_determination: 0.5793
Epoch 403/500
762/762 [==============================] - 0s 62us/step - loss: 0.3043 - coeff_determination: 0.9314 - val_loss: 1.7747 - val_coeff_determination: 0.5875
Epoch 404/500
762/762 [==============================] - 0s 67us/step - loss: 0.3041 - coeff_determination: 0.9314 - val_loss: 1.8079 - val_coeff_determination: 0.5798
Epoch 405/500
762/762 [==============================] - 0s 67us/step - loss: 0.3035 - coeff_determination: 0.9316 - val_loss: 1.7838 - val_coeff_determination: 0.5854
Epoch 406/500
762/762 [==============================] - 0s 60us/step - loss: 0.3029 - coeff_determination: 0.9317 - val_loss: 1.8001 - val_coeff_determination: 0.5816
Epoch 407/500
762/762 [==============================] - 0s 60us/step - loss: 0.3025 - coeff_determination: 0.9318 - val_loss: 1.7969 - val_coeff_determination: 0.5823
Epoch 408/500
762/762 [==============================] - 0s 52us/step - loss: 0.3023 - coeff_determination: 0.9319 - val_loss: 1.7881 - val_coeff_determination: 0.5844
Epoch 409/500
762/762 [==============================] - 0s 71us/step - loss: 0.3023 - coeff_determination: 0.9319 - val_loss: 1.8085 - val_coeff_determination: 0.5796
Epoch 410/500
762/762 [==============================] - 0s 68us/step - loss: 0.3025 - coeff_determination: 0.9318 - val_loss: 1.7852 - val_coeff_determination: 0.5851
Epoch 411/500
762/762 [==============================] - 0s 64us/step - loss: 0.3028 - coeff_determination: 0.9317 - val_loss: 1.8194 - val_coeff_determination: 0.5771
Epoch 412/500
762/762 [==============================] - 0s 59us/step - loss: 0.3031 - coeff_determination: 0.9317 - val_loss: 1.7819 - val_coeff_determination: 0.5858
Epoch 413/500
762/762 [==============================] - 0s 64us/step - loss: 0.3035 - coeff_determination: 0.9316 - val_loss: 1.8275 - val_coeff_determination: 0.5752
Epoch 414/500
762/762 [==============================] - 0s 63us/step - loss: 0.3037 - coeff_determination: 0.9315 - val_loss: 1.7818 - val_coeff_determination: 0.5859
Epoch 415/500
762/762 [==============================] - 0s 63us/step - loss: 0.3041 - coeff_determination: 0.9314 - val_loss: 1.8336 - val_coeff_determination: 0.5738
Epoch 416/500
762/762 [==============================] - 0s 64us/step - loss: 0.3040 - coeff_determination: 0.9315 - val_loss: 1.7838 - val_coeff_determination: 0.5854
Epoch 417/500
762/762 [==============================] - 0s 59us/step - loss: 0.3038 - coeff_determination: 0.9315 - val_loss: 1.8310 - val_coeff_determination: 0.5744
Epoch 418/500
762/762 [==============================] - 0s 77us/step - loss: 0.3030 - coeff_determination: 0.9317 - val_loss: 1.7941 - val_coeff_determination: 0.5830
Epoch 419/500
762/762 [==============================] - 0s 70us/step - loss: 0.3022 - coeff_determination: 0.9319 - val_loss: 1.8231 - val_coeff_determination: 0.5763
Epoch 420/500
762/762 [==============================] - 0s 68us/step - loss: 0.3013 - coeff_determination: 0.9321 - val_loss: 1.8129 - val_coeff_determination: 0.5786
Epoch 421/500
762/762 [==============================] - 0s 67us/step - loss: 0.3008 - coeff_determination: 0.9322 - val_loss: 1.8101 - val_coeff_determination: 0.5793
Epoch 422/500
762/762 [==============================] - 0s 62us/step - loss: 0.3008 - coeff_determination: 0.9322 - val_loss: 1.8262 - val_coeff_determination: 0.5755
Epoch 423/500
762/762 [==============================] - 0s 63us/step - loss: 0.3011 - coeff_determination: 0.9321 - val_loss: 1.7998 - val_coeff_determination: 0.5817
Epoch 424/500
762/762 [==============================] - 0s 63us/step - loss: 0.3015 - coeff_determination: 0.9320 - val_loss: 1.8381 - val_coeff_determination: 0.5728
Epoch 425/500
762/762 [==============================] - 0s 66us/step - loss: 0.3018 - coeff_determination: 0.9320 - val_loss: 1.8002 - val_coeff_determination: 0.5816
Epoch 426/500
762/762 [==============================] - 0s 61us/step - loss: 0.3022 - coeff_determination: 0.9319 - val_loss: 1.8450 - val_coeff_determination: 0.5712
Epoch 427/500
762/762 [==============================] - 0s 55us/step - loss: 0.3023 - coeff_determination: 0.9319 - val_loss: 1.8002 - val_coeff_determination: 0.5816
Epoch 428/500
762/762 [==============================] - 0s 55us/step - loss: 0.3024 - coeff_determination: 0.9318 - val_loss: 1.8477 - val_coeff_determination: 0.5705
Epoch 429/500
762/762 [==============================] - 0s 60us/step - loss: 0.3020 - coeff_determination: 0.9319 - val_loss: 1.8027 - val_coeff_determination: 0.5810
Epoch 430/500
762/762 [==============================] - 0s 66us/step - loss: 0.3015 - coeff_determination: 0.9320 - val_loss: 1.8406 - val_coeff_determination: 0.5722
Epoch 431/500
762/762 [==============================] - 0s 66us/step - loss: 0.3007 - coeff_determination: 0.9322 - val_loss: 1.8168 - val_coeff_determination: 0.5777
Epoch 432/500
762/762 [==============================] - 0s 68us/step - loss: 0.3001 - coeff_determination: 0.9324 - val_loss: 1.8336 - val_coeff_determination: 0.5738
Epoch 433/500
762/762 [==============================] - 0s 60us/step - loss: 0.2996 - coeff_determination: 0.9325 - val_loss: 1.8288 - val_coeff_determination: 0.5749
Epoch 434/500
762/762 [==============================] - 0s 62us/step - loss: 0.2994 - coeff_determination: 0.9325 - val_loss: 1.8242 - val_coeff_determination: 0.5760
Epoch 435/500
762/762 [==============================] - 0s 67us/step - loss: 0.2995 - coeff_determination: 0.9325 - val_loss: 1.8437 - val_coeff_determination: 0.5715
Epoch 436/500
762/762 [==============================] - 0s 67us/step - loss: 0.2996 - coeff_determination: 0.9325 - val_loss: 1.8199 - val_coeff_determination: 0.5770
Epoch 437/500
762/762 [==============================] - 0s 58us/step - loss: 0.2999 - coeff_determination: 0.9324 - val_loss: 1.8543 - val_coeff_determination: 0.5690
Epoch 438/500
762/762 [==============================] - 0s 59us/step - loss: 0.3003 - coeff_determination: 0.9323 - val_loss: 1.8168 - val_coeff_determination: 0.5777
Epoch 439/500
762/762 [==============================] - 0s 63us/step - loss: 0.3011 - coeff_determination: 0.9321 - val_loss: 1.8685 - val_coeff_determination: 0.5657
Epoch 440/500
762/762 [==============================] - 0s 66us/step - loss: 0.3019 - coeff_determination: 0.9319 - val_loss: 1.8089 - val_coeff_determination: 0.5796
Epoch 441/500
762/762 [==============================] - 0s 62us/step - loss: 0.3031 - coeff_determination: 0.9317 - val_loss: 1.8799 - val_coeff_determination: 0.5630
Epoch 442/500
762/762 [==============================] - 0s 59us/step - loss: 0.3034 - coeff_determination: 0.9316 - val_loss: 1.8100 - val_coeff_determination: 0.5793
Epoch 443/500
762/762 [==============================] - 0s 63us/step - loss: 0.3037 - coeff_determination: 0.9315 - val_loss: 1.8755 - val_coeff_determination: 0.5641
Epoch 444/500
762/762 [==============================] - 0s 64us/step - loss: 0.3014 - coeff_determination: 0.9321 - val_loss: 1.8290 - val_coeff_determination: 0.5749
Epoch 445/500
762/762 [==============================] - 0s 67us/step - loss: 0.2992 - coeff_determination: 0.9326 - val_loss: 1.8407 - val_coeff_determination: 0.5722
Epoch 446/500
762/762 [==============================] - 0s 47us/step - loss: 0.2984 - coeff_determination: 0.9327 - val_loss: 1.8544 - val_coeff_determination: 0.5690
Epoch 447/500
762/762 [==============================] - 0s 72us/step - loss: 0.2988 - coeff_determination: 0.9326 - val_loss: 1.8230 - val_coeff_determination: 0.5763
Epoch 448/500
762/762 [==============================] - 0s 63us/step - loss: 0.2999 - coeff_determination: 0.9324 - val_loss: 1.8750 - val_coeff_determination: 0.5642
Epoch 449/500
762/762 [==============================] - 0s 62us/step - loss: 0.3005 - coeff_determination: 0.9323 - val_loss: 1.8255 - val_coeff_determination: 0.5757
Epoch 450/500
762/762 [==============================] - 0s 68us/step - loss: 0.3001 - coeff_determination: 0.9324 - val_loss: 1.8673 - val_coeff_determination: 0.5660
Epoch 451/500
762/762 [==============================] - 0s 54us/step - loss: 0.2990 - coeff_determination: 0.9326 - val_loss: 1.8415 - val_coeff_determination: 0.5720
Epoch 452/500
762/762 [==============================] - 0s 76us/step - loss: 0.2980 - coeff_determination: 0.9328 - val_loss: 1.8493 - val_coeff_determination: 0.5702
Epoch 453/500
762/762 [==============================] - 0s 59us/step - loss: 0.2977 - coeff_determination: 0.9329 - val_loss: 1.8646 - val_coeff_determination: 0.5666
Epoch 454/500
762/762 [==============================] - 0s 70us/step - loss: 0.2980 - coeff_determination: 0.9328 - val_loss: 1.8366 - val_coeff_determination: 0.5731
Epoch 455/500
762/762 [==============================] - 0s 64us/step - loss: 0.2987 - coeff_determination: 0.9327 - val_loss: 1.8780 - val_coeff_determination: 0.5635
Epoch 456/500
762/762 [==============================] - 0s 63us/step - loss: 0.2994 - coeff_determination: 0.9325 - val_loss: 1.8320 - val_coeff_determination: 0.5742
Epoch 457/500
762/762 [==============================] - 0s 62us/step - loss: 0.2998 - coeff_determination: 0.9324 - val_loss: 1.8840 - val_coeff_determination: 0.5621
Epoch 458/500
762/762 [==============================] - 0s 64us/step - loss: 0.2991 - coeff_determination: 0.9326 - val_loss: 1.8450 - val_coeff_determination: 0.5712
Epoch 459/500
762/762 [==============================] - 0s 59us/step - loss: 0.2980 - coeff_determination: 0.9328 - val_loss: 1.8659 - val_coeff_determination: 0.5663
Epoch 460/500
762/762 [==============================] - 0s 64us/step - loss: 0.2972 - coeff_determination: 0.9330 - val_loss: 1.8674 - val_coeff_determination: 0.5660
Epoch 461/500
762/762 [==============================] - 0s 63us/step - loss: 0.2970 - coeff_determination: 0.9330 - val_loss: 1.8475 - val_coeff_determination: 0.5706
Epoch 462/500
762/762 [==============================] - 0s 68us/step - loss: 0.2976 - coeff_determination: 0.9329 - val_loss: 1.8825 - val_coeff_determination: 0.5625
Epoch 463/500
762/762 [==============================] - 0s 63us/step - loss: 0.2983 - coeff_determination: 0.9328 - val_loss: 1.8421 - val_coeff_determination: 0.5719
Epoch 464/500
762/762 [==============================] - 0s 54us/step - loss: 0.2988 - coeff_determination: 0.9327 - val_loss: 1.8935 - val_coeff_determination: 0.5599
Epoch 465/500
762/762 [==============================] - 0s 70us/step - loss: 0.2984 - coeff_determination: 0.9327 - val_loss: 1.8518 - val_coeff_determination: 0.5696
Epoch 466/500
762/762 [==============================] - 0s 62us/step - loss: 0.2974 - coeff_determination: 0.9329 - val_loss: 1.8760 - val_coeff_determination: 0.5640
Epoch 467/500
762/762 [==============================] - 0s 64us/step - loss: 0.2966 - coeff_determination: 0.9331 - val_loss: 1.8725 - val_coeff_determination: 0.5648
Epoch 468/500
762/762 [==============================] - 0s 59us/step - loss: 0.2963 - coeff_determination: 0.9332 - val_loss: 1.8602 - val_coeff_determination: 0.5676
Epoch 469/500
762/762 [==============================] - 0s 63us/step - loss: 0.2966 - coeff_determination: 0.9331 - val_loss: 1.8907 - val_coeff_determination: 0.5605
Epoch 470/500
762/762 [==============================] - 0s 63us/step - loss: 0.2971 - coeff_determination: 0.9330 - val_loss: 1.8559 - val_coeff_determination: 0.5686
Epoch 471/500
762/762 [==============================] - 0s 56us/step - loss: 0.2975 - coeff_determination: 0.9329 - val_loss: 1.9011 - val_coeff_determination: 0.5581
Epoch 472/500
762/762 [==============================] - 0s 72us/step - loss: 0.2975 - coeff_determination: 0.9329 - val_loss: 1.8619 - val_coeff_determination: 0.5672
Epoch 473/500
762/762 [==============================] - 0s 67us/step - loss: 0.2972 - coeff_determination: 0.9330 - val_loss: 1.8977 - val_coeff_determination: 0.5589
Epoch 474/500
762/762 [==============================] - 0s 72us/step - loss: 0.2965 - coeff_determination: 0.9332 - val_loss: 1.8708 - val_coeff_determination: 0.5652
Epoch 475/500
762/762 [==============================] - 0s 62us/step - loss: 0.2960 - coeff_determination: 0.9333 - val_loss: 1.8854 - val_coeff_determination: 0.5618
Epoch 476/500
762/762 [==============================] - 0s 62us/step - loss: 0.2956 - coeff_determination: 0.9334 - val_loss: 1.8864 - val_coeff_determination: 0.5615
Epoch 477/500
762/762 [==============================] - 0s 63us/step - loss: 0.2955 - coeff_determination: 0.9334 - val_loss: 1.8831 - val_coeff_determination: 0.5623
Epoch 478/500
762/762 [==============================] - 0s 66us/step - loss: 0.2955 - coeff_determination: 0.9334 - val_loss: 1.8996 - val_coeff_determination: 0.5585
Epoch 479/500
762/762 [==============================] - 0s 59us/step - loss: 0.2956 - coeff_determination: 0.9334 - val_loss: 1.8767 - val_coeff_determination: 0.5638
Epoch 480/500
762/762 [==============================] - 0s 63us/step - loss: 0.2958 - coeff_determination: 0.9333 - val_loss: 1.9070 - val_coeff_determination: 0.5568
Epoch 481/500
762/762 [==============================] - 0s 66us/step - loss: 0.2960 - coeff_determination: 0.9333 - val_loss: 1.8729 - val_coeff_determination: 0.5647
Epoch 482/500
762/762 [==============================] - 0s 59us/step - loss: 0.2961 - coeff_determination: 0.9333 - val_loss: 1.9148 - val_coeff_determination: 0.5549
Epoch 483/500
762/762 [==============================] - 0s 58us/step - loss: 0.2962 - coeff_determination: 0.9332 - val_loss: 1.8787 - val_coeff_determination: 0.5633
Epoch 484/500
762/762 [==============================] - 0s 68us/step - loss: 0.2961 - coeff_determination: 0.9332 - val_loss: 1.9180 - val_coeff_determination: 0.5542
Epoch 485/500
762/762 [==============================] - 0s 67us/step - loss: 0.2959 - coeff_determination: 0.9333 - val_loss: 1.8817 - val_coeff_determination: 0.5626
Epoch 486/500
762/762 [==============================] - 0s 62us/step - loss: 0.2957 - coeff_determination: 0.9334 - val_loss: 1.9170 - val_coeff_determination: 0.5544
Epoch 487/500
762/762 [==============================] - 0s 66us/step - loss: 0.2954 - coeff_determination: 0.9334 - val_loss: 1.8882 - val_coeff_determination: 0.5611
Epoch 488/500
762/762 [==============================] - 0s 66us/step - loss: 0.2951 - coeff_determination: 0.9335 - val_loss: 1.9166 - val_coeff_determination: 0.5545
Epoch 489/500
762/762 [==============================] - 0s 63us/step - loss: 0.2949 - coeff_determination: 0.9335 - val_loss: 1.8961 - val_coeff_determination: 0.5593
Epoch 490/500
762/762 [==============================] - 0s 64us/step - loss: 0.2946 - coeff_determination: 0.9336 - val_loss: 1.9121 - val_coeff_determination: 0.5556
Epoch 491/500
762/762 [==============================] - 0s 66us/step - loss: 0.2944 - coeff_determination: 0.9336 - val_loss: 1.9062 - val_coeff_determination: 0.5569
Epoch 492/500
762/762 [==============================] - 0s 62us/step - loss: 0.2942 - coeff_determination: 0.9337 - val_loss: 1.9084 - val_coeff_determination: 0.5564
Epoch 493/500
762/762 [==============================] - 0s 70us/step - loss: 0.2941 - coeff_determination: 0.9337 - val_loss: 1.9128 - val_coeff_determination: 0.5554
Epoch 494/500
762/762 [==============================] - 0s 60us/step - loss: 0.2940 - coeff_determination: 0.9337 - val_loss: 1.9077 - val_coeff_determination: 0.5566
Epoch 495/500
762/762 [==============================] - 0s 62us/step - loss: 0.2940 - coeff_determination: 0.9337 - val_loss: 1.9250 - val_coeff_determination: 0.5526
Epoch 496/500
762/762 [==============================] - 0s 56us/step - loss: 0.2941 - coeff_determination: 0.9337 - val_loss: 1.9008 - val_coeff_determination: 0.5582
Epoch 497/500
762/762 [==============================] - 0s 63us/step - loss: 0.2942 - coeff_determination: 0.9337 - val_loss: 1.9364 - val_coeff_determination: 0.5499
Epoch 498/500
762/762 [==============================] - 0s 67us/step - loss: 0.2947 - coeff_determination: 0.9336 - val_loss: 1.8890 - val_coeff_determination: 0.5609
Epoch 499/500
762/762 [==============================] - 0s 56us/step - loss: 0.2959 - coeff_determination: 0.9333 - val_loss: 1.9596 - val_coeff_determination: 0.5445
Epoch 500/500
762/762 [==============================] - 0s 55us/step - loss: 0.2975 - coeff_determination: 0.9329 - val_loss: 1.8737 - val_coeff_determination: 0.5645
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 0s 360us/step - loss: 13.4057 - coeff_determination: -2.0549 - val_loss: 13.1244 - val_coeff_determination: -1.9908
Epoch 2/500
763/763 [==============================] - 0s 54us/step - loss: 12.3145 - coeff_determination: -1.8062 - val_loss: 11.8228 - val_coeff_determination: -1.6942
Epoch 3/500
763/763 [==============================] - 0s 61us/step - loss: 10.9656 - coeff_determination: -1.4989 - val_loss: 10.0619 - val_coeff_determination: -1.2929
Epoch 4/500
763/763 [==============================] - 0s 55us/step - loss: 9.2478 - coeff_determination: -1.1074 - val_loss: 8.4453 - val_coeff_determination: -0.9246
Epoch 5/500
763/763 [==============================] - 0s 55us/step - loss: 7.7451 - coeff_determination: -0.7650 - val_loss: 7.3722 - val_coeff_determination: -0.6800
Epoch 6/500
763/763 [==============================] - 0s 74us/step - loss: 6.8513 - coeff_determination: -0.5613 - val_loss: 7.0371 - val_coeff_determination: -0.6036
Epoch 7/500
763/763 [==============================] - 0s 66us/step - loss: 6.6996 - coeff_determination: -0.5267 - val_loss: 6.9949 - val_coeff_determination: -0.5940
Epoch 8/500
763/763 [==============================] - 0s 51us/step - loss: 6.6932 - coeff_determination: -0.5252 - val_loss: 6.6507 - val_coeff_determination: -0.5156
Epoch 9/500
763/763 [==============================] - 0s 74us/step - loss: 6.2529 - coeff_determination: -0.4249 - val_loss: 6.0202 - val_coeff_determination: -0.3719
Epoch 10/500
763/763 [==============================] - 0s 60us/step - loss: 5.4796 - coeff_determination: -0.2487 - val_loss: 5.3559 - val_coeff_determination: -0.2205
Epoch 11/500
763/763 [==============================] - 0s 72us/step - loss: 4.6891 - coeff_determination: -0.0686 - val_loss: 4.8284 - val_coeff_determination: -0.1003
Epoch 12/500
763/763 [==============================] - 0s 66us/step - loss: 4.0797 - coeff_determination: 0.0703 - val_loss: 4.4728 - val_coeff_determination: -0.0193
Epoch 13/500
763/763 [==============================] - 0s 67us/step - loss: 3.6832 - coeff_determination: 0.1607 - val_loss: 4.2321 - val_coeff_determination: 0.0356
Epoch 14/500
763/763 [==============================] - 0s 64us/step - loss: 3.4405 - coeff_determination: 0.2160 - val_loss: 4.0454 - val_coeff_determination: 0.0781
Epoch 15/500
763/763 [==============================] - 0s 60us/step - loss: 3.2673 - coeff_determination: 0.2554 - val_loss: 3.8762 - val_coeff_determination: 0.1167
Epoch 16/500
763/763 [==============================] - 0s 83us/step - loss: 3.1185 - coeff_determination: 0.2894 - val_loss: 3.7249 - val_coeff_determination: 0.1512
Epoch 17/500
763/763 [==============================] - 0s 72us/step - loss: 2.9969 - coeff_determination: 0.3171 - val_loss: 3.6082 - val_coeff_determination: 0.1777
Epoch 18/500
763/763 [==============================] - 0s 64us/step - loss: 2.9163 - coeff_determination: 0.3354 - val_loss: 3.5337 - val_coeff_determination: 0.1947
Epoch 19/500
763/763 [==============================] - 0s 67us/step - loss: 2.8791 - coeff_determination: 0.3439 - val_loss: 3.4731 - val_coeff_determination: 0.2085
Epoch 20/500
763/763 [==============================] - 0s 66us/step - loss: 2.8499 - coeff_determination: 0.3506 - val_loss: 3.3914 - val_coeff_determination: 0.2272
Epoch 21/500
763/763 [==============================] - 0s 64us/step - loss: 2.7921 - coeff_determination: 0.3637 - val_loss: 3.2829 - val_coeff_determination: 0.2519
Epoch 22/500
763/763 [==============================] - 0s 68us/step - loss: 2.6966 - coeff_determination: 0.3855 - val_loss: 3.1529 - val_coeff_determination: 0.2815
Epoch 23/500
763/763 [==============================] - 0s 62us/step - loss: 2.5715 - coeff_determination: 0.4140 - val_loss: 3.0118 - val_coeff_determination: 0.3137
Epoch 24/500
763/763 [==============================] - 0s 67us/step - loss: 2.4207 - coeff_determination: 0.4484 - val_loss: 2.8754 - val_coeff_determination: 0.3447
Epoch 25/500
763/763 [==============================] - 0s 71us/step - loss: 2.2635 - coeff_determination: 0.4842 - val_loss: 2.7630 - val_coeff_determination: 0.3703
Epoch 26/500
763/763 [==============================] - 0s 79us/step - loss: 2.1218 - coeff_determination: 0.5165 - val_loss: 2.6857 - val_coeff_determination: 0.3880
Epoch 27/500
763/763 [==============================] - 0s 66us/step - loss: 2.0093 - coeff_determination: 0.5421 - val_loss: 2.6426 - val_coeff_determination: 0.3978
Epoch 28/500
763/763 [==============================] - 0s 64us/step - loss: 1.9301 - coeff_determination: 0.5602 - val_loss: 2.6237 - val_coeff_determination: 0.4021
Epoch 29/500
763/763 [==============================] - 0s 68us/step - loss: 1.8794 - coeff_determination: 0.5717 - val_loss: 2.6162 - val_coeff_determination: 0.4038
Epoch 30/500
763/763 [==============================] - 0s 64us/step - loss: 1.8465 - coeff_determination: 0.5792 - val_loss: 2.6084 - val_coeff_determination: 0.4056
Epoch 31/500
763/763 [==============================] - 0s 71us/step - loss: 1.8191 - coeff_determination: 0.5855 - val_loss: 2.5921 - val_coeff_determination: 0.4093
Epoch 32/500
763/763 [==============================] - 0s 76us/step - loss: 1.7892 - coeff_determination: 0.5923 - val_loss: 2.5643 - val_coeff_determination: 0.4156
Epoch 33/500
763/763 [==============================] - 0s 59us/step - loss: 1.7530 - coeff_determination: 0.6005 - val_loss: 2.5260 - val_coeff_determination: 0.4244
Epoch 34/500
763/763 [==============================] - 0s 47us/step - loss: 1.7111 - coeff_determination: 0.6101 - val_loss: 2.4798 - val_coeff_determination: 0.4349
Epoch 35/500
763/763 [==============================] - 0s 86us/step - loss: 1.6654 - coeff_determination: 0.6205 - val_loss: 2.4298 - val_coeff_determination: 0.4463
Epoch 36/500
763/763 [==============================] - 0s 60us/step - loss: 1.6181 - coeff_determination: 0.6313 - val_loss: 2.3785 - val_coeff_determination: 0.4580
Epoch 37/500
763/763 [==============================] - 0s 66us/step - loss: 1.5712 - coeff_determination: 0.6420 - val_loss: 2.3278 - val_coeff_determination: 0.4695
Epoch 38/500
763/763 [==============================] - 0s 62us/step - loss: 1.5255 - coeff_determination: 0.6524 - val_loss: 2.2778 - val_coeff_determination: 0.4809
Epoch 39/500
763/763 [==============================] - 0s 64us/step - loss: 1.4822 - coeff_determination: 0.6622 - val_loss: 2.2309 - val_coeff_determination: 0.4916
Epoch 40/500
763/763 [==============================] - 0s 60us/step - loss: 1.4421 - coeff_determination: 0.6714 - val_loss: 2.1850 - val_coeff_determination: 0.5021
Epoch 41/500
763/763 [==============================] - 0s 50us/step - loss: 1.4036 - coeff_determination: 0.6801 - val_loss: 2.1381 - val_coeff_determination: 0.5128
Epoch 42/500
763/763 [==============================] - 0s 76us/step - loss: 1.3660 - coeff_determination: 0.6887 - val_loss: 2.0971 - val_coeff_determination: 0.5221
Epoch 43/500
763/763 [==============================] - 0s 60us/step - loss: 1.3350 - coeff_determination: 0.6958 - val_loss: 2.0596 - val_coeff_determination: 0.5307
Epoch 44/500
763/763 [==============================] - 0s 64us/step - loss: 1.3058 - coeff_determination: 0.7024 - val_loss: 2.0185 - val_coeff_determination: 0.5400
Epoch 45/500
763/763 [==============================] - 0s 64us/step - loss: 1.2775 - coeff_determination: 0.7089 - val_loss: 1.9767 - val_coeff_determination: 0.5495
Epoch 46/500
763/763 [==============================] - 0s 62us/step - loss: 1.2487 - coeff_determination: 0.7154 - val_loss: 1.9355 - val_coeff_determination: 0.5589
Epoch 47/500
763/763 [==============================] - 0s 66us/step - loss: 1.2210 - coeff_determination: 0.7218 - val_loss: 1.8939 - val_coeff_determination: 0.5684
Epoch 48/500
763/763 [==============================] - 0s 58us/step - loss: 1.1930 - coeff_determination: 0.7281 - val_loss: 1.8561 - val_coeff_determination: 0.5770
Epoch 49/500
763/763 [==============================] - 0s 62us/step - loss: 1.1645 - coeff_determination: 0.7346 - val_loss: 1.8220 - val_coeff_determination: 0.5848
Epoch 50/500
763/763 [==============================] - 0s 68us/step - loss: 1.1343 - coeff_determination: 0.7415 - val_loss: 1.7928 - val_coeff_determination: 0.5915
Epoch 51/500
763/763 [==============================] - 0s 67us/step - loss: 1.1044 - coeff_determination: 0.7483 - val_loss: 1.7678 - val_coeff_determination: 0.5971
Epoch 52/500
763/763 [==============================] - 0s 66us/step - loss: 1.0772 - coeff_determination: 0.7545 - val_loss: 1.7444 - val_coeff_determination: 0.6025
Epoch 53/500
763/763 [==============================] - 0s 67us/step - loss: 1.0524 - coeff_determination: 0.7602 - val_loss: 1.7208 - val_coeff_determination: 0.6079
Epoch 54/500
763/763 [==============================] - 0s 64us/step - loss: 1.0295 - coeff_determination: 0.7654 - val_loss: 1.6968 - val_coeff_determination: 0.6133
Epoch 55/500
763/763 [==============================] - 0s 60us/step - loss: 1.0080 - coeff_determination: 0.7703 - val_loss: 1.6735 - val_coeff_determination: 0.6186
Epoch 56/500
763/763 [==============================] - 0s 71us/step - loss: 0.9875 - coeff_determination: 0.7750 - val_loss: 1.6519 - val_coeff_determination: 0.6236
Epoch 57/500
763/763 [==============================] - 0s 59us/step - loss: 0.9675 - coeff_determination: 0.7795 - val_loss: 1.6328 - val_coeff_determination: 0.6279
Epoch 58/500
763/763 [==============================] - 0s 70us/step - loss: 0.9474 - coeff_determination: 0.7841 - val_loss: 1.6161 - val_coeff_determination: 0.6317
Epoch 59/500
763/763 [==============================] - 0s 66us/step - loss: 0.9271 - coeff_determination: 0.7887 - val_loss: 1.6022 - val_coeff_determination: 0.6349
Epoch 60/500
763/763 [==============================] - 0s 66us/step - loss: 0.9070 - coeff_determination: 0.7933 - val_loss: 1.5900 - val_coeff_determination: 0.6377
Epoch 61/500
763/763 [==============================] - 0s 58us/step - loss: 0.8879 - coeff_determination: 0.7977 - val_loss: 1.5787 - val_coeff_determination: 0.6402
Epoch 62/500
763/763 [==============================] - 0s 73us/step - loss: 0.8701 - coeff_determination: 0.8017 - val_loss: 1.5668 - val_coeff_determination: 0.6430
Epoch 63/500
763/763 [==============================] - 0s 63us/step - loss: 0.8531 - coeff_determination: 0.8056 - val_loss: 1.5533 - val_coeff_determination: 0.6460
Epoch 64/500
763/763 [==============================] - 0s 63us/step - loss: 0.8366 - coeff_determination: 0.8093 - val_loss: 1.5389 - val_coeff_determination: 0.6493
Epoch 65/500
763/763 [==============================] - 0s 58us/step - loss: 0.8209 - coeff_determination: 0.8129 - val_loss: 1.5258 - val_coeff_determination: 0.6523
Epoch 66/500
763/763 [==============================] - 0s 59us/step - loss: 0.8061 - coeff_determination: 0.8163 - val_loss: 1.5151 - val_coeff_determination: 0.6547
Epoch 67/500
763/763 [==============================] - 0s 69us/step - loss: 0.7913 - coeff_determination: 0.8197 - val_loss: 1.5067 - val_coeff_determination: 0.6566
Epoch 68/500
763/763 [==============================] - 0s 55us/step - loss: 0.7760 - coeff_determination: 0.8232 - val_loss: 1.5008 - val_coeff_determination: 0.6580
Epoch 69/500
763/763 [==============================] - 0s 62us/step - loss: 0.7612 - coeff_determination: 0.8265 - val_loss: 1.4968 - val_coeff_determination: 0.6589
Epoch 70/500
763/763 [==============================] - 0s 60us/step - loss: 0.7469 - coeff_determination: 0.8298 - val_loss: 1.4938 - val_coeff_determination: 0.6596
Epoch 71/500
763/763 [==============================] - 0s 72us/step - loss: 0.7334 - coeff_determination: 0.8329 - val_loss: 1.4903 - val_coeff_determination: 0.6604
Epoch 72/500
763/763 [==============================] - 0s 64us/step - loss: 0.7205 - coeff_determination: 0.8358 - val_loss: 1.4863 - val_coeff_determination: 0.6613
Epoch 73/500
763/763 [==============================] - 0s 59us/step - loss: 0.7081 - coeff_determination: 0.8386 - val_loss: 1.4826 - val_coeff_determination: 0.6621
Epoch 74/500
763/763 [==============================] - 0s 63us/step - loss: 0.6965 - coeff_determination: 0.8413 - val_loss: 1.4798 - val_coeff_determination: 0.6628
Epoch 75/500
763/763 [==============================] - 0s 63us/step - loss: 0.6855 - coeff_determination: 0.8438 - val_loss: 1.4779 - val_coeff_determination: 0.6632
Epoch 76/500
763/763 [==============================] - 0s 64us/step - loss: 0.6748 - coeff_determination: 0.8462 - val_loss: 1.4771 - val_coeff_determination: 0.6634
Epoch 77/500
763/763 [==============================] - 0s 68us/step - loss: 0.6644 - coeff_determination: 0.8486 - val_loss: 1.4764 - val_coeff_determination: 0.6635
Epoch 78/500
763/763 [==============================] - 0s 64us/step - loss: 0.6541 - coeff_determination: 0.8510 - val_loss: 1.4758 - val_coeff_determination: 0.6637
Epoch 79/500
763/763 [==============================] - 0s 63us/step - loss: 0.6440 - coeff_determination: 0.8533 - val_loss: 1.4746 - val_coeff_determination: 0.6640
Epoch 80/500
763/763 [==============================] - 0s 67us/step - loss: 0.6343 - coeff_determination: 0.8555 - val_loss: 1.4724 - val_coeff_determination: 0.6645
Epoch 81/500
763/763 [==============================] - 0s 66us/step - loss: 0.6250 - coeff_determination: 0.8576 - val_loss: 1.4689 - val_coeff_determination: 0.6653
Epoch 82/500
763/763 [==============================] - 0s 60us/step - loss: 0.6160 - coeff_determination: 0.8596 - val_loss: 1.4644 - val_coeff_determination: 0.6663
Epoch 83/500
763/763 [==============================] - 0s 60us/step - loss: 0.6073 - coeff_determination: 0.8616 - val_loss: 1.4596 - val_coeff_determination: 0.6674
Epoch 84/500
763/763 [==============================] - 0s 64us/step - loss: 0.5990 - coeff_determination: 0.8635 - val_loss: 1.4550 - val_coeff_determination: 0.6684
Epoch 85/500
763/763 [==============================] - 0s 58us/step - loss: 0.5910 - coeff_determination: 0.8653 - val_loss: 1.4507 - val_coeff_determination: 0.6694
Epoch 86/500
763/763 [==============================] - 0s 63us/step - loss: 0.5831 - coeff_determination: 0.8671 - val_loss: 1.4469 - val_coeff_determination: 0.6703
Epoch 87/500
763/763 [==============================] - 0s 66us/step - loss: 0.5756 - coeff_determination: 0.8688 - val_loss: 1.4437 - val_coeff_determination: 0.6710
Epoch 88/500
763/763 [==============================] - 0s 59us/step - loss: 0.5682 - coeff_determination: 0.8705 - val_loss: 1.4408 - val_coeff_determination: 0.6717
Epoch 89/500
763/763 [==============================] - 0s 71us/step - loss: 0.5609 - coeff_determination: 0.8722 - val_loss: 1.4378 - val_coeff_determination: 0.6723
Epoch 90/500
763/763 [==============================] - 0s 67us/step - loss: 0.5541 - coeff_determination: 0.8737 - val_loss: 1.4353 - val_coeff_determination: 0.6729
Epoch 91/500
763/763 [==============================] - 0s 62us/step - loss: 0.5474 - coeff_determination: 0.8753 - val_loss: 1.4329 - val_coeff_determination: 0.6735
Epoch 92/500
763/763 [==============================] - 0s 68us/step - loss: 0.5411 - coeff_determination: 0.8767 - val_loss: 1.4308 - val_coeff_determination: 0.6739
Epoch 93/500
763/763 [==============================] - 0s 60us/step - loss: 0.5349 - coeff_determination: 0.8781 - val_loss: 1.4294 - val_coeff_determination: 0.6743
Epoch 94/500
763/763 [==============================] - 0s 56us/step - loss: 0.5289 - coeff_determination: 0.8795 - val_loss: 1.4286 - val_coeff_determination: 0.6744
Epoch 95/500
763/763 [==============================] - 0s 62us/step - loss: 0.5231 - coeff_determination: 0.8808 - val_loss: 1.4283 - val_coeff_determination: 0.6745
Epoch 96/500
763/763 [==============================] - 0s 59us/step - loss: 0.5174 - coeff_determination: 0.8821 - val_loss: 1.4284 - val_coeff_determination: 0.6745
Epoch 97/500
763/763 [==============================] - 0s 63us/step - loss: 0.5119 - coeff_determination: 0.8833 - val_loss: 1.4285 - val_coeff_determination: 0.6745
Epoch 98/500
763/763 [==============================] - 0s 60us/step - loss: 0.5066 - coeff_determination: 0.8846 - val_loss: 1.4284 - val_coeff_determination: 0.6745
Epoch 99/500
763/763 [==============================] - 0s 64us/step - loss: 0.5014 - coeff_determination: 0.8857 - val_loss: 1.4286 - val_coeff_determination: 0.6744
Epoch 100/500
763/763 [==============================] - 0s 60us/step - loss: 0.4965 - coeff_determination: 0.8869 - val_loss: 1.4284 - val_coeff_determination: 0.6745
Epoch 101/500
763/763 [==============================] - 0s 59us/step - loss: 0.4917 - coeff_determination: 0.8880 - val_loss: 1.4281 - val_coeff_determination: 0.6746
Epoch 102/500
763/763 [==============================] - 0s 63us/step - loss: 0.4871 - coeff_determination: 0.8890 - val_loss: 1.4282 - val_coeff_determination: 0.6745
Epoch 103/500
763/763 [==============================] - 0s 59us/step - loss: 0.4827 - coeff_determination: 0.8900 - val_loss: 1.4290 - val_coeff_determination: 0.6744
Epoch 104/500
763/763 [==============================] - 0s 71us/step - loss: 0.4784 - coeff_determination: 0.8910 - val_loss: 1.4303 - val_coeff_determination: 0.6741
Epoch 105/500
763/763 [==============================] - 0s 72us/step - loss: 0.4741 - coeff_determination: 0.8920 - val_loss: 1.4317 - val_coeff_determination: 0.6738
Epoch 106/500
763/763 [==============================] - 0s 60us/step - loss: 0.4700 - coeff_determination: 0.8929 - val_loss: 1.4326 - val_coeff_determination: 0.6735
Epoch 107/500
763/763 [==============================] - 0s 71us/step - loss: 0.4660 - coeff_determination: 0.8938 - val_loss: 1.4324 - val_coeff_determination: 0.6736
Epoch 108/500
763/763 [==============================] - 0s 62us/step - loss: 0.4622 - coeff_determination: 0.8947 - val_loss: 1.4315 - val_coeff_determination: 0.6738
Epoch 109/500
763/763 [==============================] - 0s 63us/step - loss: 0.4585 - coeff_determination: 0.8955 - val_loss: 1.4300 - val_coeff_determination: 0.6741
Epoch 110/500
763/763 [==============================] - 0s 64us/step - loss: 0.4550 - coeff_determination: 0.8963 - val_loss: 1.4286 - val_coeff_determination: 0.6744
Epoch 111/500
763/763 [==============================] - 0s 66us/step - loss: 0.4517 - coeff_determination: 0.8971 - val_loss: 1.4285 - val_coeff_determination: 0.6745
Epoch 112/500
763/763 [==============================] - 0s 60us/step - loss: 0.4485 - coeff_determination: 0.8978 - val_loss: 1.4291 - val_coeff_determination: 0.6743
Epoch 113/500
763/763 [==============================] - 0s 69us/step - loss: 0.4453 - coeff_determination: 0.8985 - val_loss: 1.4300 - val_coeff_determination: 0.6741
Epoch 114/500
763/763 [==============================] - 0s 59us/step - loss: 0.4423 - coeff_determination: 0.8992 - val_loss: 1.4308 - val_coeff_determination: 0.6740
Epoch 115/500
763/763 [==============================] - 0s 67us/step - loss: 0.4394 - coeff_determination: 0.8999 - val_loss: 1.4312 - val_coeff_determination: 0.6739
Epoch 116/500
763/763 [==============================] - 0s 63us/step - loss: 0.4366 - coeff_determination: 0.9005 - val_loss: 1.4317 - val_coeff_determination: 0.6737
Epoch 117/500
763/763 [==============================] - 0s 66us/step - loss: 0.4338 - coeff_determination: 0.9011 - val_loss: 1.4326 - val_coeff_determination: 0.6735
Epoch 118/500
763/763 [==============================] - 0s 64us/step - loss: 0.4312 - coeff_determination: 0.9017 - val_loss: 1.4338 - val_coeff_determination: 0.6733
Epoch 119/500
763/763 [==============================] - 0s 64us/step - loss: 0.4287 - coeff_determination: 0.9023 - val_loss: 1.4352 - val_coeff_determination: 0.6729
Epoch 120/500
763/763 [==============================] - 0s 71us/step - loss: 0.4265 - coeff_determination: 0.9028 - val_loss: 1.4367 - val_coeff_determination: 0.6726
Epoch 121/500
763/763 [==============================] - 0s 69us/step - loss: 0.4243 - coeff_determination: 0.9033 - val_loss: 1.4374 - val_coeff_determination: 0.6724
Epoch 122/500
763/763 [==============================] - 0s 64us/step - loss: 0.4222 - coeff_determination: 0.9038 - val_loss: 1.4375 - val_coeff_determination: 0.6724
Epoch 123/500
763/763 [==============================] - 0s 66us/step - loss: 0.4202 - coeff_determination: 0.9042 - val_loss: 1.4379 - val_coeff_determination: 0.6723
Epoch 124/500
763/763 [==============================] - 0s 66us/step - loss: 0.4182 - coeff_determination: 0.9047 - val_loss: 1.4388 - val_coeff_determination: 0.6721
Epoch 125/500
763/763 [==============================] - 0s 68us/step - loss: 0.4163 - coeff_determination: 0.9051 - val_loss: 1.4396 - val_coeff_determination: 0.6719
Epoch 126/500
763/763 [==============================] - 0s 67us/step - loss: 0.4144 - coeff_determination: 0.9056 - val_loss: 1.4398 - val_coeff_determination: 0.6719
Epoch 127/500
763/763 [==============================] - 0s 69us/step - loss: 0.4126 - coeff_determination: 0.9060 - val_loss: 1.4399 - val_coeff_determination: 0.6719
Epoch 128/500
763/763 [==============================] - 0s 60us/step - loss: 0.4109 - coeff_determination: 0.9064 - val_loss: 1.4401 - val_coeff_determination: 0.6718
Epoch 129/500
763/763 [==============================] - 0s 69us/step - loss: 0.4091 - coeff_determination: 0.9068 - val_loss: 1.4406 - val_coeff_determination: 0.6717
Epoch 130/500
763/763 [==============================] - 0s 64us/step - loss: 0.4075 - coeff_determination: 0.9071 - val_loss: 1.4411 - val_coeff_determination: 0.6716
Epoch 131/500
763/763 [==============================] - 0s 63us/step - loss: 0.4058 - coeff_determination: 0.9075 - val_loss: 1.4413 - val_coeff_determination: 0.6716
Epoch 132/500
763/763 [==============================] - 0s 67us/step - loss: 0.4042 - coeff_determination: 0.9079 - val_loss: 1.4417 - val_coeff_determination: 0.6715
Epoch 133/500
763/763 [==============================] - 0s 66us/step - loss: 0.4026 - coeff_determination: 0.9083 - val_loss: 1.4425 - val_coeff_determination: 0.6713
Epoch 134/500
763/763 [==============================] - 0s 62us/step - loss: 0.4011 - coeff_determination: 0.9086 - val_loss: 1.4432 - val_coeff_determination: 0.6711
Epoch 135/500
763/763 [==============================] - 0s 63us/step - loss: 0.3996 - coeff_determination: 0.9089 - val_loss: 1.4440 - val_coeff_determination: 0.6709
Epoch 136/500
763/763 [==============================] - 0s 62us/step - loss: 0.3982 - coeff_determination: 0.9093 - val_loss: 1.4447 - val_coeff_determination: 0.6708
Epoch 137/500
763/763 [==============================] - 0s 66us/step - loss: 0.3968 - coeff_determination: 0.9096 - val_loss: 1.4456 - val_coeff_determination: 0.6706
Epoch 138/500
763/763 [==============================] - 0s 63us/step - loss: 0.3954 - coeff_determination: 0.9099 - val_loss: 1.4464 - val_coeff_determination: 0.6704
Epoch 139/500
763/763 [==============================] - 0s 63us/step - loss: 0.3940 - coeff_determination: 0.9102 - val_loss: 1.4468 - val_coeff_determination: 0.6703
Epoch 140/500
763/763 [==============================] - 0s 63us/step - loss: 0.3927 - coeff_determination: 0.9105 - val_loss: 1.4470 - val_coeff_determination: 0.6703
Epoch 141/500
763/763 [==============================] - 0s 61us/step - loss: 0.3914 - coeff_determination: 0.9108 - val_loss: 1.4473 - val_coeff_determination: 0.6702
Epoch 142/500
763/763 [==============================] - 0s 68us/step - loss: 0.3901 - coeff_determination: 0.9111 - val_loss: 1.4479 - val_coeff_determination: 0.6701
Epoch 143/500
763/763 [==============================] - 0s 64us/step - loss: 0.3889 - coeff_determination: 0.9114 - val_loss: 1.4487 - val_coeff_determination: 0.6699
Epoch 144/500
763/763 [==============================] - 0s 60us/step - loss: 0.3877 - coeff_determination: 0.9117 - val_loss: 1.4492 - val_coeff_determination: 0.6697
Epoch 145/500
763/763 [==============================] - 0s 62us/step - loss: 0.3865 - coeff_determination: 0.9119 - val_loss: 1.4497 - val_coeff_determination: 0.6696
Epoch 146/500
763/763 [==============================] - 0s 68us/step - loss: 0.3853 - coeff_determination: 0.9122 - val_loss: 1.4508 - val_coeff_determination: 0.6694
Epoch 147/500
763/763 [==============================] - 0s 64us/step - loss: 0.3842 - coeff_determination: 0.9124 - val_loss: 1.4517 - val_coeff_determination: 0.6692
Epoch 148/500
763/763 [==============================] - 0s 64us/step - loss: 0.3831 - coeff_determination: 0.9127 - val_loss: 1.4523 - val_coeff_determination: 0.6690
Epoch 149/500
763/763 [==============================] - 0s 55us/step - loss: 0.3820 - coeff_determination: 0.9130 - val_loss: 1.4525 - val_coeff_determination: 0.6690
Epoch 150/500
763/763 [==============================] - 0s 62us/step - loss: 0.3809 - coeff_determination: 0.9132 - val_loss: 1.4529 - val_coeff_determination: 0.6689
Epoch 151/500
763/763 [==============================] - 0s 64us/step - loss: 0.3798 - coeff_determination: 0.9134 - val_loss: 1.4535 - val_coeff_determination: 0.6688
Epoch 152/500
763/763 [==============================] - 0s 63us/step - loss: 0.3787 - coeff_determination: 0.9137 - val_loss: 1.4546 - val_coeff_determination: 0.6685
Epoch 153/500
763/763 [==============================] - 0s 64us/step - loss: 0.3776 - coeff_determination: 0.9139 - val_loss: 1.4555 - val_coeff_determination: 0.6683
Epoch 154/500
763/763 [==============================] - 0s 63us/step - loss: 0.3766 - coeff_determination: 0.9142 - val_loss: 1.4559 - val_coeff_determination: 0.6682
Epoch 155/500
763/763 [==============================] - 0s 66us/step - loss: 0.3755 - coeff_determination: 0.9144 - val_loss: 1.4562 - val_coeff_determination: 0.6681
Epoch 156/500
763/763 [==============================] - 0s 67us/step - loss: 0.3745 - coeff_determination: 0.9147 - val_loss: 1.4569 - val_coeff_determination: 0.6680
Epoch 157/500
763/763 [==============================] - 0s 59us/step - loss: 0.3735 - coeff_determination: 0.9149 - val_loss: 1.4579 - val_coeff_determination: 0.6678
Epoch 158/500
763/763 [==============================] - 0s 64us/step - loss: 0.3724 - coeff_determination: 0.9151 - val_loss: 1.4589 - val_coeff_determination: 0.6675
Epoch 159/500
763/763 [==============================] - 0s 63us/step - loss: 0.3715 - coeff_determination: 0.9154 - val_loss: 1.4589 - val_coeff_determination: 0.6675
Epoch 160/500
763/763 [==============================] - 0s 69us/step - loss: 0.3705 - coeff_determination: 0.9156 - val_loss: 1.4590 - val_coeff_determination: 0.6675
Epoch 161/500
763/763 [==============================] - 0s 63us/step - loss: 0.3695 - coeff_determination: 0.9158 - val_loss: 1.4597 - val_coeff_determination: 0.6674
Epoch 162/500
763/763 [==============================] - 0s 64us/step - loss: 0.3685 - coeff_determination: 0.9160 - val_loss: 1.4600 - val_coeff_determination: 0.6673
Epoch 163/500
763/763 [==============================] - 0s 62us/step - loss: 0.3675 - coeff_determination: 0.9163 - val_loss: 1.4602 - val_coeff_determination: 0.6673
Epoch 164/500
763/763 [==============================] - 0s 67us/step - loss: 0.3666 - coeff_determination: 0.9165 - val_loss: 1.4604 - val_coeff_determination: 0.6672
Epoch 165/500
763/763 [==============================] - 0s 59us/step - loss: 0.3656 - coeff_determination: 0.9167 - val_loss: 1.4608 - val_coeff_determination: 0.6671
Epoch 166/500
763/763 [==============================] - 0s 66us/step - loss: 0.3647 - coeff_determination: 0.9169 - val_loss: 1.4617 - val_coeff_determination: 0.6669
Epoch 167/500
763/763 [==============================] - 0s 63us/step - loss: 0.3638 - coeff_determination: 0.9171 - val_loss: 1.4629 - val_coeff_determination: 0.6666
Epoch 168/500
763/763 [==============================] - 0s 71us/step - loss: 0.3629 - coeff_determination: 0.9173 - val_loss: 1.4627 - val_coeff_determination: 0.6667
Epoch 169/500
763/763 [==============================] - 0s 60us/step - loss: 0.3620 - coeff_determination: 0.9175 - val_loss: 1.4625 - val_coeff_determination: 0.6667
Epoch 170/500
763/763 [==============================] - 0s 58us/step - loss: 0.3611 - coeff_determination: 0.9177 - val_loss: 1.4631 - val_coeff_determination: 0.6666
Epoch 171/500
763/763 [==============================] - 0s 66us/step - loss: 0.3602 - coeff_determination: 0.9179 - val_loss: 1.4639 - val_coeff_determination: 0.6664
Epoch 172/500
763/763 [==============================] - 0s 62us/step - loss: 0.3593 - coeff_determination: 0.9181 - val_loss: 1.4644 - val_coeff_determination: 0.6663
Epoch 173/500
763/763 [==============================] - 0s 62us/step - loss: 0.3585 - coeff_determination: 0.9183 - val_loss: 1.4647 - val_coeff_determination: 0.6662
Epoch 174/500
763/763 [==============================] - 0s 76us/step - loss: 0.3576 - coeff_determination: 0.9185 - val_loss: 1.4654 - val_coeff_determination: 0.6661
Epoch 175/500
763/763 [==============================] - 0s 59us/step - loss: 0.3568 - coeff_determination: 0.9187 - val_loss: 1.4665 - val_coeff_determination: 0.6658
Epoch 176/500
763/763 [==============================] - 0s 55us/step - loss: 0.3560 - coeff_determination: 0.9189 - val_loss: 1.4680 - val_coeff_determination: 0.6655
Epoch 177/500
763/763 [==============================] - 0s 66us/step - loss: 0.3552 - coeff_determination: 0.9191 - val_loss: 1.4686 - val_coeff_determination: 0.6653
Epoch 178/500
763/763 [==============================] - 0s 71us/step - loss: 0.3544 - coeff_determination: 0.9192 - val_loss: 1.4687 - val_coeff_determination: 0.6653
Epoch 179/500
763/763 [==============================] - 0s 62us/step - loss: 0.3537 - coeff_determination: 0.9194 - val_loss: 1.4691 - val_coeff_determination: 0.6652
Epoch 180/500
763/763 [==============================] - 0s 68us/step - loss: 0.3529 - coeff_determination: 0.9196 - val_loss: 1.4706 - val_coeff_determination: 0.6649
Epoch 181/500
763/763 [==============================] - 0s 66us/step - loss: 0.3522 - coeff_determination: 0.9197 - val_loss: 1.4722 - val_coeff_determination: 0.6645
Epoch 182/500
763/763 [==============================] - 0s 67us/step - loss: 0.3514 - coeff_determination: 0.9199 - val_loss: 1.4734 - val_coeff_determination: 0.6642
Epoch 183/500
763/763 [==============================] - 0s 59us/step - loss: 0.3507 - coeff_determination: 0.9201 - val_loss: 1.4742 - val_coeff_determination: 0.6640
Epoch 184/500
763/763 [==============================] - 0s 79us/step - loss: 0.3500 - coeff_determination: 0.9202 - val_loss: 1.4750 - val_coeff_determination: 0.6639
Epoch 185/500
763/763 [==============================] - 0s 64us/step - loss: 0.3493 - coeff_determination: 0.9204 - val_loss: 1.4763 - val_coeff_determination: 0.6636
Epoch 186/500
763/763 [==============================] - 0s 59us/step - loss: 0.3485 - coeff_determination: 0.9206 - val_loss: 1.4774 - val_coeff_determination: 0.6633
Epoch 187/500
763/763 [==============================] - 0s 67us/step - loss: 0.3478 - coeff_determination: 0.9207 - val_loss: 1.4787 - val_coeff_determination: 0.6630
Epoch 188/500
763/763 [==============================] - 0s 52us/step - loss: 0.3470 - coeff_determination: 0.9209 - val_loss: 1.4802 - val_coeff_determination: 0.6627
Epoch 189/500
763/763 [==============================] - 0s 83us/step - loss: 0.3463 - coeff_determination: 0.9211 - val_loss: 1.4816 - val_coeff_determination: 0.6624
Epoch 190/500
763/763 [==============================] - 0s 59us/step - loss: 0.3456 - coeff_determination: 0.9212 - val_loss: 1.4831 - val_coeff_determination: 0.6620
Epoch 191/500
763/763 [==============================] - 0s 51us/step - loss: 0.3450 - coeff_determination: 0.9214 - val_loss: 1.4845 - val_coeff_determination: 0.6617
Epoch 192/500
763/763 [==============================] - 0s 71us/step - loss: 0.3443 - coeff_determination: 0.9215 - val_loss: 1.4856 - val_coeff_determination: 0.6615
Epoch 193/500
763/763 [==============================] - 0s 56us/step - loss: 0.3436 - coeff_determination: 0.9217 - val_loss: 1.4863 - val_coeff_determination: 0.6613
Epoch 194/500
763/763 [==============================] - 0s 76us/step - loss: 0.3431 - coeff_determination: 0.9218 - val_loss: 1.4880 - val_coeff_determination: 0.6609
Epoch 195/500
763/763 [==============================] - 0s 69us/step - loss: 0.3424 - coeff_determination: 0.9220 - val_loss: 1.4890 - val_coeff_determination: 0.6607
Epoch 196/500
763/763 [==============================] - 0s 68us/step - loss: 0.3418 - coeff_determination: 0.9221 - val_loss: 1.4891 - val_coeff_determination: 0.6607
Epoch 197/500
763/763 [==============================] - 0s 67us/step - loss: 0.3412 - coeff_determination: 0.9222 - val_loss: 1.4891 - val_coeff_determination: 0.6607
Epoch 198/500
763/763 [==============================] - 0s 63us/step - loss: 0.3405 - coeff_determination: 0.9224 - val_loss: 1.4896 - val_coeff_determination: 0.6605
Epoch 199/500
763/763 [==============================] - 0s 62us/step - loss: 0.3399 - coeff_determination: 0.9225 - val_loss: 1.4906 - val_coeff_determination: 0.6603
Epoch 200/500
763/763 [==============================] - 0s 59us/step - loss: 0.3393 - coeff_determination: 0.9227 - val_loss: 1.4919 - val_coeff_determination: 0.6600
Epoch 201/500
763/763 [==============================] - 0s 67us/step - loss: 0.3387 - coeff_determination: 0.9228 - val_loss: 1.4930 - val_coeff_determination: 0.6598
Epoch 202/500
763/763 [==============================] - 0s 66us/step - loss: 0.3381 - coeff_determination: 0.9229 - val_loss: 1.4941 - val_coeff_determination: 0.6595
Epoch 203/500
763/763 [==============================] - 0s 62us/step - loss: 0.3376 - coeff_determination: 0.9231 - val_loss: 1.4955 - val_coeff_determination: 0.6592
Epoch 204/500
763/763 [==============================] - 0s 68us/step - loss: 0.3370 - coeff_determination: 0.9232 - val_loss: 1.4972 - val_coeff_determination: 0.6588
Epoch 205/500
763/763 [==============================] - 0s 63us/step - loss: 0.3364 - coeff_determination: 0.9233 - val_loss: 1.4988 - val_coeff_determination: 0.6584
Epoch 206/500
763/763 [==============================] - 0s 67us/step - loss: 0.3358 - coeff_determination: 0.9235 - val_loss: 1.5001 - val_coeff_determination: 0.6582
Epoch 207/500
763/763 [==============================] - 0s 68us/step - loss: 0.3352 - coeff_determination: 0.9236 - val_loss: 1.5007 - val_coeff_determination: 0.6580
Epoch 208/500
763/763 [==============================] - 0s 58us/step - loss: 0.3346 - coeff_determination: 0.9237 - val_loss: 1.5015 - val_coeff_determination: 0.6578
Epoch 209/500
763/763 [==============================] - 0s 64us/step - loss: 0.3341 - coeff_determination: 0.9239 - val_loss: 1.5024 - val_coeff_determination: 0.6576
Epoch 210/500
763/763 [==============================] - 0s 66us/step - loss: 0.3335 - coeff_determination: 0.9240 - val_loss: 1.5036 - val_coeff_determination: 0.6574
Epoch 211/500
763/763 [==============================] - 0s 64us/step - loss: 0.3329 - coeff_determination: 0.9241 - val_loss: 1.5049 - val_coeff_determination: 0.6571
Epoch 212/500
763/763 [==============================] - 0s 62us/step - loss: 0.3324 - coeff_determination: 0.9243 - val_loss: 1.5063 - val_coeff_determination: 0.6567
Epoch 213/500
763/763 [==============================] - 0s 68us/step - loss: 0.3318 - coeff_determination: 0.9244 - val_loss: 1.5076 - val_coeff_determination: 0.6564
Epoch 214/500
763/763 [==============================] - 0s 68us/step - loss: 0.3313 - coeff_determination: 0.9245 - val_loss: 1.5093 - val_coeff_determination: 0.6561
Epoch 215/500
763/763 [==============================] - 0s 60us/step - loss: 0.3308 - coeff_determination: 0.9246 - val_loss: 1.5105 - val_coeff_determination: 0.6558
Epoch 216/500
763/763 [==============================] - 0s 68us/step - loss: 0.3302 - coeff_determination: 0.9247 - val_loss: 1.5120 - val_coeff_determination: 0.6554
Epoch 217/500
763/763 [==============================] - 0s 67us/step - loss: 0.3297 - coeff_determination: 0.9249 - val_loss: 1.5130 - val_coeff_determination: 0.6552
Epoch 218/500
763/763 [==============================] - 0s 66us/step - loss: 0.3292 - coeff_determination: 0.9250 - val_loss: 1.5137 - val_coeff_determination: 0.6551
Epoch 219/500
763/763 [==============================] - 0s 64us/step - loss: 0.3287 - coeff_determination: 0.9251 - val_loss: 1.5143 - val_coeff_determination: 0.6549
Epoch 220/500
763/763 [==============================] - 0s 71us/step - loss: 0.3282 - coeff_determination: 0.9252 - val_loss: 1.5145 - val_coeff_determination: 0.6549
Epoch 221/500
763/763 [==============================] - 0s 66us/step - loss: 0.3277 - coeff_determination: 0.9253 - val_loss: 1.5153 - val_coeff_determination: 0.6547
Epoch 222/500
763/763 [==============================] - 0s 69us/step - loss: 0.3272 - coeff_determination: 0.9254 - val_loss: 1.5169 - val_coeff_determination: 0.6543
Epoch 223/500
763/763 [==============================] - 0s 68us/step - loss: 0.3266 - coeff_determination: 0.9256 - val_loss: 1.5182 - val_coeff_determination: 0.6540
Epoch 224/500
763/763 [==============================] - 0s 63us/step - loss: 0.3261 - coeff_determination: 0.9257 - val_loss: 1.5187 - val_coeff_determination: 0.6539
Epoch 225/500
763/763 [==============================] - 0s 63us/step - loss: 0.3256 - coeff_determination: 0.9258 - val_loss: 1.5192 - val_coeff_determination: 0.6538
Epoch 226/500
763/763 [==============================] - 0s 64us/step - loss: 0.3251 - coeff_determination: 0.9259 - val_loss: 1.5197 - val_coeff_determination: 0.6537
Epoch 227/500
763/763 [==============================] - 0s 67us/step - loss: 0.3245 - coeff_determination: 0.9260 - val_loss: 1.5200 - val_coeff_determination: 0.6536
Epoch 228/500
763/763 [==============================] - 0s 60us/step - loss: 0.3241 - coeff_determination: 0.9262 - val_loss: 1.5206 - val_coeff_determination: 0.6535
Epoch 229/500
763/763 [==============================] - 0s 68us/step - loss: 0.3236 - coeff_determination: 0.9263 - val_loss: 1.5218 - val_coeff_determination: 0.6532
Epoch 230/500
763/763 [==============================] - 0s 59us/step - loss: 0.3231 - coeff_determination: 0.9264 - val_loss: 1.5224 - val_coeff_determination: 0.6531
Epoch 231/500
763/763 [==============================] - 0s 71us/step - loss: 0.3226 - coeff_determination: 0.9265 - val_loss: 1.5229 - val_coeff_determination: 0.6530
Epoch 232/500
763/763 [==============================] - 0s 64us/step - loss: 0.3221 - coeff_determination: 0.9266 - val_loss: 1.5236 - val_coeff_determination: 0.6528
Epoch 233/500
763/763 [==============================] - 0s 64us/step - loss: 0.3217 - coeff_determination: 0.9267 - val_loss: 1.5240 - val_coeff_determination: 0.6527
Epoch 234/500
763/763 [==============================] - 0s 67us/step - loss: 0.3212 - coeff_determination: 0.9268 - val_loss: 1.5245 - val_coeff_determination: 0.6526
Epoch 235/500
763/763 [==============================] - 0s 64us/step - loss: 0.3208 - coeff_determination: 0.9269 - val_loss: 1.5257 - val_coeff_determination: 0.6523
Epoch 236/500
763/763 [==============================] - 0s 64us/step - loss: 0.3203 - coeff_determination: 0.9270 - val_loss: 1.5266 - val_coeff_determination: 0.6521
Epoch 237/500
763/763 [==============================] - 0s 60us/step - loss: 0.3199 - coeff_determination: 0.9271 - val_loss: 1.5272 - val_coeff_determination: 0.6520
Epoch 238/500
763/763 [==============================] - 0s 62us/step - loss: 0.3195 - coeff_determination: 0.9272 - val_loss: 1.5277 - val_coeff_determination: 0.6519
Epoch 239/500
763/763 [==============================] - 0s 71us/step - loss: 0.3190 - coeff_determination: 0.9273 - val_loss: 1.5281 - val_coeff_determination: 0.6518
Epoch 240/500
763/763 [==============================] - 0s 59us/step - loss: 0.3186 - coeff_determination: 0.9274 - val_loss: 1.5290 - val_coeff_determination: 0.6516
Epoch 241/500
763/763 [==============================] - 0s 68us/step - loss: 0.3182 - coeff_determination: 0.9275 - val_loss: 1.5300 - val_coeff_determination: 0.6513
Epoch 242/500
763/763 [==============================] - 0s 55us/step - loss: 0.3178 - coeff_determination: 0.9276 - val_loss: 1.5312 - val_coeff_determination: 0.6511
Epoch 243/500
763/763 [==============================] - 0s 71us/step - loss: 0.3174 - coeff_determination: 0.9277 - val_loss: 1.5319 - val_coeff_determination: 0.6509
Epoch 244/500
763/763 [==============================] - 0s 63us/step - loss: 0.3170 - coeff_determination: 0.9278 - val_loss: 1.5322 - val_coeff_determination: 0.6508
Epoch 245/500
763/763 [==============================] - 0s 62us/step - loss: 0.3165 - coeff_determination: 0.9279 - val_loss: 1.5327 - val_coeff_determination: 0.6507
Epoch 246/500
763/763 [==============================] - 0s 60us/step - loss: 0.3162 - coeff_determination: 0.9280 - val_loss: 1.5335 - val_coeff_determination: 0.6506
Epoch 247/500
763/763 [==============================] - 0s 71us/step - loss: 0.3158 - coeff_determination: 0.9280 - val_loss: 1.5343 - val_coeff_determination: 0.6504
Epoch 248/500
763/763 [==============================] - 0s 58us/step - loss: 0.3153 - coeff_determination: 0.9281 - val_loss: 1.5350 - val_coeff_determination: 0.6502
Epoch 249/500
763/763 [==============================] - 0s 72us/step - loss: 0.3150 - coeff_determination: 0.9282 - val_loss: 1.5353 - val_coeff_determination: 0.6501
Epoch 250/500
763/763 [==============================] - 0s 59us/step - loss: 0.3145 - coeff_determination: 0.9283 - val_loss: 1.5353 - val_coeff_determination: 0.6501
Epoch 251/500
763/763 [==============================] - 0s 72us/step - loss: 0.3142 - coeff_determination: 0.9284 - val_loss: 1.5352 - val_coeff_determination: 0.6501
Epoch 252/500
763/763 [==============================] - 0s 62us/step - loss: 0.3138 - coeff_determination: 0.9285 - val_loss: 1.5354 - val_coeff_determination: 0.6501
Epoch 253/500
763/763 [==============================] - 0s 63us/step - loss: 0.3134 - coeff_determination: 0.9286 - val_loss: 1.5353 - val_coeff_determination: 0.6501
Epoch 254/500
763/763 [==============================] - 0s 66us/step - loss: 0.3130 - coeff_determination: 0.9287 - val_loss: 1.5355 - val_coeff_determination: 0.6501
Epoch 255/500
763/763 [==============================] - 0s 69us/step - loss: 0.3126 - coeff_determination: 0.9288 - val_loss: 1.5357 - val_coeff_determination: 0.6500
Epoch 256/500
763/763 [==============================] - 0s 64us/step - loss: 0.3122 - coeff_determination: 0.9289 - val_loss: 1.5356 - val_coeff_determination: 0.6501
Epoch 257/500
763/763 [==============================] - 0s 66us/step - loss: 0.3118 - coeff_determination: 0.9289 - val_loss: 1.5360 - val_coeff_determination: 0.6500
Epoch 258/500
763/763 [==============================] - 0s 60us/step - loss: 0.3114 - coeff_determination: 0.9290 - val_loss: 1.5365 - val_coeff_determination: 0.6498
Epoch 259/500
763/763 [==============================] - 0s 64us/step - loss: 0.3111 - coeff_determination: 0.9291 - val_loss: 1.5365 - val_coeff_determination: 0.6498
Epoch 260/500
763/763 [==============================] - 0s 62us/step - loss: 0.3107 - coeff_determination: 0.9292 - val_loss: 1.5368 - val_coeff_determination: 0.6498
Epoch 261/500
763/763 [==============================] - 0s 69us/step - loss: 0.3103 - coeff_determination: 0.9293 - val_loss: 1.5371 - val_coeff_determination: 0.6497
Epoch 262/500
763/763 [==============================] - 0s 68us/step - loss: 0.3100 - coeff_determination: 0.9294 - val_loss: 1.5368 - val_coeff_determination: 0.6498
Epoch 263/500
763/763 [==============================] - 0s 68us/step - loss: 0.3096 - coeff_determination: 0.9295 - val_loss: 1.5366 - val_coeff_determination: 0.6498
Epoch 264/500
763/763 [==============================] - 0s 66us/step - loss: 0.3092 - coeff_determination: 0.9295 - val_loss: 1.5370 - val_coeff_determination: 0.6498
Epoch 265/500
763/763 [==============================] - 0s 63us/step - loss: 0.3089 - coeff_determination: 0.9296 - val_loss: 1.5371 - val_coeff_determination: 0.6497
Epoch 266/500
763/763 [==============================] - 0s 67us/step - loss: 0.3085 - coeff_determination: 0.9297 - val_loss: 1.5369 - val_coeff_determination: 0.6498
Epoch 267/500
763/763 [==============================] - 0s 50us/step - loss: 0.3082 - coeff_determination: 0.9298 - val_loss: 1.5372 - val_coeff_determination: 0.6497
Epoch 268/500
763/763 [==============================] - 0s 74us/step - loss: 0.3078 - coeff_determination: 0.9299 - val_loss: 1.5375 - val_coeff_determination: 0.6496
Epoch 269/500
763/763 [==============================] - 0s 59us/step - loss: 0.3075 - coeff_determination: 0.9299 - val_loss: 1.5377 - val_coeff_determination: 0.6496
Epoch 270/500
763/763 [==============================] - 0s 62us/step - loss: 0.3071 - coeff_determination: 0.9300 - val_loss: 1.5379 - val_coeff_determination: 0.6495
Epoch 271/500
763/763 [==============================] - 0s 63us/step - loss: 0.3068 - coeff_determination: 0.9301 - val_loss: 1.5380 - val_coeff_determination: 0.6495
Epoch 272/500
763/763 [==============================] - 0s 66us/step - loss: 0.3064 - coeff_determination: 0.9302 - val_loss: 1.5382 - val_coeff_determination: 0.6495
Epoch 273/500
763/763 [==============================] - 0s 66us/step - loss: 0.3061 - coeff_determination: 0.9302 - val_loss: 1.5381 - val_coeff_determination: 0.6495
Epoch 274/500
763/763 [==============================] - 0s 62us/step - loss: 0.3058 - coeff_determination: 0.9303 - val_loss: 1.5380 - val_coeff_determination: 0.6495
Epoch 275/500
763/763 [==============================] - 0s 54us/step - loss: 0.3055 - coeff_determination: 0.9304 - val_loss: 1.5379 - val_coeff_determination: 0.6495
Epoch 276/500
763/763 [==============================] - 0s 63us/step - loss: 0.3051 - coeff_determination: 0.9305 - val_loss: 1.5386 - val_coeff_determination: 0.6494
Epoch 277/500
763/763 [==============================] - 0s 63us/step - loss: 0.3048 - coeff_determination: 0.9305 - val_loss: 1.5385 - val_coeff_determination: 0.6494
Epoch 278/500
763/763 [==============================] - 0s 71us/step - loss: 0.3045 - coeff_determination: 0.9306 - val_loss: 1.5385 - val_coeff_determination: 0.6494
Epoch 279/500
763/763 [==============================] - 0s 63us/step - loss: 0.3042 - coeff_determination: 0.9307 - val_loss: 1.5385 - val_coeff_determination: 0.6494
Epoch 280/500
763/763 [==============================] - 0s 68us/step - loss: 0.3039 - coeff_determination: 0.9308 - val_loss: 1.5381 - val_coeff_determination: 0.6495
Epoch 281/500
763/763 [==============================] - 0s 63us/step - loss: 0.3036 - coeff_determination: 0.9308 - val_loss: 1.5378 - val_coeff_determination: 0.6496
Epoch 282/500
763/763 [==============================] - 0s 68us/step - loss: 0.3032 - coeff_determination: 0.9309 - val_loss: 1.5380 - val_coeff_determination: 0.6495
Epoch 283/500
763/763 [==============================] - 0s 67us/step - loss: 0.3029 - coeff_determination: 0.9310 - val_loss: 1.5379 - val_coeff_determination: 0.6495
Epoch 284/500
763/763 [==============================] - 0s 64us/step - loss: 0.3026 - coeff_determination: 0.9310 - val_loss: 1.5377 - val_coeff_determination: 0.6496
Epoch 285/500
763/763 [==============================] - 0s 68us/step - loss: 0.3023 - coeff_determination: 0.9311 - val_loss: 1.5381 - val_coeff_determination: 0.6495
Epoch 286/500
763/763 [==============================] - 0s 59us/step - loss: 0.3020 - coeff_determination: 0.9312 - val_loss: 1.5384 - val_coeff_determination: 0.6494
Epoch 287/500
763/763 [==============================] - 0s 62us/step - loss: 0.3017 - coeff_determination: 0.9313 - val_loss: 1.5378 - val_coeff_determination: 0.6496
Epoch 288/500
763/763 [==============================] - 0s 73us/step - loss: 0.3014 - coeff_determination: 0.9313 - val_loss: 1.5370 - val_coeff_determination: 0.6497
Epoch 289/500
763/763 [==============================] - 0s 56us/step - loss: 0.3011 - coeff_determination: 0.9314 - val_loss: 1.5368 - val_coeff_determination: 0.6498
Epoch 290/500
763/763 [==============================] - 0s 67us/step - loss: 0.3008 - coeff_determination: 0.9315 - val_loss: 1.5367 - val_coeff_determination: 0.6498
Epoch 291/500
763/763 [==============================] - 0s 68us/step - loss: 0.3005 - coeff_determination: 0.9315 - val_loss: 1.5370 - val_coeff_determination: 0.6497
Epoch 292/500
763/763 [==============================] - 0s 55us/step - loss: 0.3002 - coeff_determination: 0.9316 - val_loss: 1.5376 - val_coeff_determination: 0.6496
Epoch 293/500
763/763 [==============================] - 0s 70us/step - loss: 0.2998 - coeff_determination: 0.9317 - val_loss: 1.5379 - val_coeff_determination: 0.6495
Epoch 294/500
763/763 [==============================] - 0s 58us/step - loss: 0.2996 - coeff_determination: 0.9317 - val_loss: 1.5378 - val_coeff_determination: 0.6496
Epoch 295/500
763/763 [==============================] - 0s 68us/step - loss: 0.2993 - coeff_determination: 0.9318 - val_loss: 1.5375 - val_coeff_determination: 0.6496
Epoch 296/500
763/763 [==============================] - 0s 68us/step - loss: 0.2990 - coeff_determination: 0.9319 - val_loss: 1.5372 - val_coeff_determination: 0.6497
Epoch 297/500
763/763 [==============================] - 0s 59us/step - loss: 0.2987 - coeff_determination: 0.9319 - val_loss: 1.5370 - val_coeff_determination: 0.6497
Epoch 298/500
763/763 [==============================] - 0s 63us/step - loss: 0.2984 - coeff_determination: 0.9320 - val_loss: 1.5365 - val_coeff_determination: 0.6498
Epoch 299/500
763/763 [==============================] - 0s 64us/step - loss: 0.2981 - coeff_determination: 0.9321 - val_loss: 1.5362 - val_coeff_determination: 0.6499
Epoch 300/500
763/763 [==============================] - 0s 62us/step - loss: 0.2979 - coeff_determination: 0.9321 - val_loss: 1.5363 - val_coeff_determination: 0.6499
Epoch 301/500
763/763 [==============================] - 0s 68us/step - loss: 0.2976 - coeff_determination: 0.9322 - val_loss: 1.5367 - val_coeff_determination: 0.6498
Epoch 302/500
763/763 [==============================] - 0s 64us/step - loss: 0.2973 - coeff_determination: 0.9322 - val_loss: 1.5367 - val_coeff_determination: 0.6498
Epoch 303/500
763/763 [==============================] - 0s 66us/step - loss: 0.2970 - coeff_determination: 0.9323 - val_loss: 1.5366 - val_coeff_determination: 0.6498
Epoch 304/500
763/763 [==============================] - 0s 66us/step - loss: 0.2968 - coeff_determination: 0.9324 - val_loss: 1.5360 - val_coeff_determination: 0.6500
Epoch 305/500
763/763 [==============================] - 0s 68us/step - loss: 0.2965 - coeff_determination: 0.9324 - val_loss: 1.5355 - val_coeff_determination: 0.6501
Epoch 306/500
763/763 [==============================] - 0s 63us/step - loss: 0.2962 - coeff_determination: 0.9325 - val_loss: 1.5350 - val_coeff_determination: 0.6502
Epoch 307/500
763/763 [==============================] - 0s 66us/step - loss: 0.2960 - coeff_determination: 0.9326 - val_loss: 1.5344 - val_coeff_determination: 0.6503
Epoch 308/500
763/763 [==============================] - 0s 62us/step - loss: 0.2957 - coeff_determination: 0.9326 - val_loss: 1.5338 - val_coeff_determination: 0.6505
Epoch 309/500
763/763 [==============================] - 0s 62us/step - loss: 0.2954 - coeff_determination: 0.9327 - val_loss: 1.5333 - val_coeff_determination: 0.6506
Epoch 310/500
763/763 [==============================] - 0s 63us/step - loss: 0.2951 - coeff_determination: 0.9328 - val_loss: 1.5330 - val_coeff_determination: 0.6506
Epoch 311/500
763/763 [==============================] - 0s 67us/step - loss: 0.2948 - coeff_determination: 0.9328 - val_loss: 1.5330 - val_coeff_determination: 0.6507
Epoch 312/500
763/763 [==============================] - 0s 62us/step - loss: 0.2945 - coeff_determination: 0.9329 - val_loss: 1.5328 - val_coeff_determination: 0.6507
Epoch 313/500
763/763 [==============================] - 0s 62us/step - loss: 0.2942 - coeff_determination: 0.9329 - val_loss: 1.5328 - val_coeff_determination: 0.6507
Epoch 314/500
763/763 [==============================] - 0s 71us/step - loss: 0.2940 - coeff_determination: 0.9330 - val_loss: 1.5331 - val_coeff_determination: 0.6506
Epoch 315/500
763/763 [==============================] - 0s 63us/step - loss: 0.2937 - coeff_determination: 0.9331 - val_loss: 1.5333 - val_coeff_determination: 0.6506
Epoch 316/500
763/763 [==============================] - 0s 63us/step - loss: 0.2934 - coeff_determination: 0.9331 - val_loss: 1.5337 - val_coeff_determination: 0.6505
Epoch 317/500
763/763 [==============================] - 0s 59us/step - loss: 0.2931 - coeff_determination: 0.9332 - val_loss: 1.5337 - val_coeff_determination: 0.6505
Epoch 318/500
763/763 [==============================] - 0s 63us/step - loss: 0.2929 - coeff_determination: 0.9333 - val_loss: 1.5338 - val_coeff_determination: 0.6505
Epoch 319/500
763/763 [==============================] - 0s 60us/step - loss: 0.2926 - coeff_determination: 0.9333 - val_loss: 1.5336 - val_coeff_determination: 0.6505
Epoch 320/500
763/763 [==============================] - 0s 67us/step - loss: 0.2923 - coeff_determination: 0.9334 - val_loss: 1.5335 - val_coeff_determination: 0.6505
Epoch 321/500
763/763 [==============================] - 0s 68us/step - loss: 0.2921 - coeff_determination: 0.9334 - val_loss: 1.5336 - val_coeff_determination: 0.6505
Epoch 322/500
763/763 [==============================] - 0s 75us/step - loss: 0.2918 - coeff_determination: 0.9335 - val_loss: 1.5339 - val_coeff_determination: 0.6504
Epoch 323/500
763/763 [==============================] - 0s 67us/step - loss: 0.2915 - coeff_determination: 0.9336 - val_loss: 1.5340 - val_coeff_determination: 0.6504
Epoch 324/500
763/763 [==============================] - 0s 68us/step - loss: 0.2913 - coeff_determination: 0.9336 - val_loss: 1.5342 - val_coeff_determination: 0.6504
Epoch 325/500
763/763 [==============================] - 0s 64us/step - loss: 0.2910 - coeff_determination: 0.9337 - val_loss: 1.5342 - val_coeff_determination: 0.6504
Epoch 326/500
763/763 [==============================] - 0s 67us/step - loss: 0.2908 - coeff_determination: 0.9337 - val_loss: 1.5345 - val_coeff_determination: 0.6503
Epoch 327/500
763/763 [==============================] - 0s 69us/step - loss: 0.2905 - coeff_determination: 0.9338 - val_loss: 1.5342 - val_coeff_determination: 0.6504
Epoch 328/500
763/763 [==============================] - 0s 75us/step - loss: 0.2903 - coeff_determination: 0.9339 - val_loss: 1.5339 - val_coeff_determination: 0.6504
Epoch 329/500
763/763 [==============================] - 0s 66us/step - loss: 0.2900 - coeff_determination: 0.9339 - val_loss: 1.5337 - val_coeff_determination: 0.6505
Epoch 330/500
763/763 [==============================] - 0s 76us/step - loss: 0.2898 - coeff_determination: 0.9340 - val_loss: 1.5338 - val_coeff_determination: 0.6505
Epoch 331/500
763/763 [==============================] - 0s 63us/step - loss: 0.2895 - coeff_determination: 0.9340 - val_loss: 1.5344 - val_coeff_determination: 0.6503
Epoch 332/500
763/763 [==============================] - 0s 67us/step - loss: 0.2893 - coeff_determination: 0.9341 - val_loss: 1.5346 - val_coeff_determination: 0.6503
Epoch 333/500
763/763 [==============================] - 0s 67us/step - loss: 0.2891 - coeff_determination: 0.9341 - val_loss: 1.5349 - val_coeff_determination: 0.6502
Epoch 334/500
763/763 [==============================] - 0s 67us/step - loss: 0.2888 - coeff_determination: 0.9342 - val_loss: 1.5349 - val_coeff_determination: 0.6502
Epoch 335/500
763/763 [==============================] - 0s 72us/step - loss: 0.2886 - coeff_determination: 0.9342 - val_loss: 1.5350 - val_coeff_determination: 0.6502
Epoch 336/500
763/763 [==============================] - 0s 69us/step - loss: 0.2884 - coeff_determination: 0.9343 - val_loss: 1.5354 - val_coeff_determination: 0.6501
Epoch 337/500
763/763 [==============================] - 0s 66us/step - loss: 0.2881 - coeff_determination: 0.9343 - val_loss: 1.5356 - val_coeff_determination: 0.6501
Epoch 338/500
763/763 [==============================] - 0s 69us/step - loss: 0.2879 - coeff_determination: 0.9344 - val_loss: 1.5360 - val_coeff_determination: 0.6500
Epoch 339/500
763/763 [==============================] - 0s 68us/step - loss: 0.2877 - coeff_determination: 0.9344 - val_loss: 1.5359 - val_coeff_determination: 0.6500
Epoch 340/500
763/763 [==============================] - 0s 60us/step - loss: 0.2875 - coeff_determination: 0.9345 - val_loss: 1.5361 - val_coeff_determination: 0.6499
Epoch 341/500
763/763 [==============================] - 0s 66us/step - loss: 0.2872 - coeff_determination: 0.9345 - val_loss: 1.5360 - val_coeff_determination: 0.6500
Epoch 342/500
763/763 [==============================] - 0s 85us/step - loss: 0.2870 - coeff_determination: 0.9346 - val_loss: 1.5361 - val_coeff_determination: 0.6500
Epoch 343/500
763/763 [==============================] - 0s 72us/step - loss: 0.2868 - coeff_determination: 0.9346 - val_loss: 1.5365 - val_coeff_determination: 0.6499
Epoch 344/500
763/763 [==============================] - 0s 71us/step - loss: 0.2866 - coeff_determination: 0.9347 - val_loss: 1.5370 - val_coeff_determination: 0.6497
Epoch 345/500
763/763 [==============================] - 0s 63us/step - loss: 0.2864 - coeff_determination: 0.9347 - val_loss: 1.5375 - val_coeff_determination: 0.6496
Epoch 346/500
763/763 [==============================] - 0s 51us/step - loss: 0.2861 - coeff_determination: 0.9348 - val_loss: 1.5381 - val_coeff_determination: 0.6495
Epoch 347/500
763/763 [==============================] - 0s 75us/step - loss: 0.2859 - coeff_determination: 0.9348 - val_loss: 1.5386 - val_coeff_determination: 0.6494
Epoch 348/500
763/763 [==============================] - 0s 71us/step - loss: 0.2857 - coeff_determination: 0.9349 - val_loss: 1.5391 - val_coeff_determination: 0.6493
Epoch 349/500
763/763 [==============================] - 0s 64us/step - loss: 0.2855 - coeff_determination: 0.9349 - val_loss: 1.5393 - val_coeff_determination: 0.6492
Epoch 350/500
763/763 [==============================] - 0s 66us/step - loss: 0.2853 - coeff_determination: 0.9350 - val_loss: 1.5393 - val_coeff_determination: 0.6492
Epoch 351/500
763/763 [==============================] - 0s 73us/step - loss: 0.2851 - coeff_determination: 0.9350 - val_loss: 1.5397 - val_coeff_determination: 0.6491
Epoch 352/500
763/763 [==============================] - 0s 51us/step - loss: 0.2849 - coeff_determination: 0.9351 - val_loss: 1.5400 - val_coeff_determination: 0.6491
Epoch 353/500
763/763 [==============================] - 0s 74us/step - loss: 0.2847 - coeff_determination: 0.9351 - val_loss: 1.5402 - val_coeff_determination: 0.6490
Epoch 354/500
763/763 [==============================] - 0s 63us/step - loss: 0.2845 - coeff_determination: 0.9352 - val_loss: 1.5403 - val_coeff_determination: 0.6490
Epoch 355/500
763/763 [==============================] - 0s 56us/step - loss: 0.2843 - coeff_determination: 0.9352 - val_loss: 1.5406 - val_coeff_determination: 0.6489
Epoch 356/500
763/763 [==============================] - 0s 67us/step - loss: 0.2841 - coeff_determination: 0.9353 - val_loss: 1.5410 - val_coeff_determination: 0.6488
Epoch 357/500
763/763 [==============================] - 0s 63us/step - loss: 0.2839 - coeff_determination: 0.9353 - val_loss: 1.5413 - val_coeff_determination: 0.6488
Epoch 358/500
763/763 [==============================] - 0s 68us/step - loss: 0.2837 - coeff_determination: 0.9354 - val_loss: 1.5420 - val_coeff_determination: 0.6486
Epoch 359/500
763/763 [==============================] - 0s 59us/step - loss: 0.2835 - coeff_determination: 0.9354 - val_loss: 1.5423 - val_coeff_determination: 0.6485
Epoch 360/500
763/763 [==============================] - 0s 67us/step - loss: 0.2833 - coeff_determination: 0.9354 - val_loss: 1.5428 - val_coeff_determination: 0.6484
Epoch 361/500
763/763 [==============================] - 0s 64us/step - loss: 0.2831 - coeff_determination: 0.9355 - val_loss: 1.5433 - val_coeff_determination: 0.6483
Epoch 362/500
763/763 [==============================] - 0s 51us/step - loss: 0.2829 - coeff_determination: 0.9355 - val_loss: 1.5440 - val_coeff_determination: 0.6481
Epoch 363/500
763/763 [==============================] - 0s 70us/step - loss: 0.2827 - coeff_determination: 0.9356 - val_loss: 1.5443 - val_coeff_determination: 0.6481
Epoch 364/500
763/763 [==============================] - 0s 58us/step - loss: 0.2825 - coeff_determination: 0.9356 - val_loss: 1.5444 - val_coeff_determination: 0.6481
Epoch 365/500
763/763 [==============================] - 0s 64us/step - loss: 0.2823 - coeff_determination: 0.9357 - val_loss: 1.5440 - val_coeff_determination: 0.6481
Epoch 366/500
763/763 [==============================] - 0s 68us/step - loss: 0.2821 - coeff_determination: 0.9357 - val_loss: 1.5443 - val_coeff_determination: 0.6481
Epoch 367/500
763/763 [==============================] - 0s 62us/step - loss: 0.2819 - coeff_determination: 0.9358 - val_loss: 1.5450 - val_coeff_determination: 0.6479
Epoch 368/500
763/763 [==============================] - 0s 64us/step - loss: 0.2817 - coeff_determination: 0.9358 - val_loss: 1.5454 - val_coeff_determination: 0.6478
Epoch 369/500
763/763 [==============================] - 0s 63us/step - loss: 0.2815 - coeff_determination: 0.9359 - val_loss: 1.5462 - val_coeff_determination: 0.6477
Epoch 370/500
763/763 [==============================] - 0s 66us/step - loss: 0.2813 - coeff_determination: 0.9359 - val_loss: 1.5464 - val_coeff_determination: 0.6476
Epoch 371/500
763/763 [==============================] - 0s 59us/step - loss: 0.2811 - coeff_determination: 0.9359 - val_loss: 1.5469 - val_coeff_determination: 0.6475
Epoch 372/500
763/763 [==============================] - 0s 62us/step - loss: 0.2809 - coeff_determination: 0.9360 - val_loss: 1.5469 - val_coeff_determination: 0.6475
Epoch 373/500
763/763 [==============================] - 0s 63us/step - loss: 0.2808 - coeff_determination: 0.9360 - val_loss: 1.5471 - val_coeff_determination: 0.6474
Epoch 374/500
763/763 [==============================] - 0s 60us/step - loss: 0.2806 - coeff_determination: 0.9361 - val_loss: 1.5476 - val_coeff_determination: 0.6473
Epoch 375/500
763/763 [==============================] - 0s 63us/step - loss: 0.2804 - coeff_determination: 0.9361 - val_loss: 1.5483 - val_coeff_determination: 0.6472
Epoch 376/500
763/763 [==============================] - 0s 66us/step - loss: 0.2802 - coeff_determination: 0.9361 - val_loss: 1.5488 - val_coeff_determination: 0.6471
Epoch 377/500
763/763 [==============================] - 0s 65us/step - loss: 0.2800 - coeff_determination: 0.9362 - val_loss: 1.5488 - val_coeff_determination: 0.6471
Epoch 378/500
763/763 [==============================] - 0s 68us/step - loss: 0.2798 - coeff_determination: 0.9362 - val_loss: 1.5492 - val_coeff_determination: 0.6470
Epoch 379/500
763/763 [==============================] - 0s 62us/step - loss: 0.2796 - coeff_determination: 0.9363 - val_loss: 1.5495 - val_coeff_determination: 0.6469
Epoch 380/500
763/763 [==============================] - 0s 62us/step - loss: 0.2794 - coeff_determination: 0.9363 - val_loss: 1.5494 - val_coeff_determination: 0.6469
Epoch 381/500
763/763 [==============================] - 0s 71us/step - loss: 0.2792 - coeff_determination: 0.9364 - val_loss: 1.5495 - val_coeff_determination: 0.6469
Epoch 382/500
763/763 [==============================] - 0s 66us/step - loss: 0.2791 - coeff_determination: 0.9364 - val_loss: 1.5500 - val_coeff_determination: 0.6468
Epoch 383/500
763/763 [==============================] - 0s 58us/step - loss: 0.2789 - coeff_determination: 0.9365 - val_loss: 1.5504 - val_coeff_determination: 0.6467
Epoch 384/500
763/763 [==============================] - 0s 56us/step - loss: 0.2787 - coeff_determination: 0.9365 - val_loss: 1.5509 - val_coeff_determination: 0.6466
Epoch 385/500
763/763 [==============================] - 0s 66us/step - loss: 0.2785 - coeff_determination: 0.9365 - val_loss: 1.5510 - val_coeff_determination: 0.6466
Epoch 386/500
763/763 [==============================] - 0s 61us/step - loss: 0.2784 - coeff_determination: 0.9366 - val_loss: 1.5519 - val_coeff_determination: 0.6463
Epoch 387/500
763/763 [==============================] - 0s 63us/step - loss: 0.2782 - coeff_determination: 0.9366 - val_loss: 1.5526 - val_coeff_determination: 0.6462
Epoch 388/500
763/763 [==============================] - 0s 62us/step - loss: 0.2780 - coeff_determination: 0.9367 - val_loss: 1.5529 - val_coeff_determination: 0.6461
Epoch 389/500
763/763 [==============================] - 0s 68us/step - loss: 0.2778 - coeff_determination: 0.9367 - val_loss: 1.5530 - val_coeff_determination: 0.6461
Epoch 390/500
763/763 [==============================] - 0s 62us/step - loss: 0.2777 - coeff_determination: 0.9367 - val_loss: 1.5528 - val_coeff_determination: 0.6461
Epoch 391/500
763/763 [==============================] - 0s 62us/step - loss: 0.2775 - coeff_determination: 0.9368 - val_loss: 1.5534 - val_coeff_determination: 0.6460
Epoch 392/500
763/763 [==============================] - 0s 68us/step - loss: 0.2774 - coeff_determination: 0.9368 - val_loss: 1.5533 - val_coeff_determination: 0.6460
Epoch 393/500
763/763 [==============================] - 0s 63us/step - loss: 0.2772 - coeff_determination: 0.9368 - val_loss: 1.5536 - val_coeff_determination: 0.6460
Epoch 394/500
763/763 [==============================] - 0s 58us/step - loss: 0.2770 - coeff_determination: 0.9369 - val_loss: 1.5535 - val_coeff_determination: 0.6460
Epoch 395/500
763/763 [==============================] - 0s 67us/step - loss: 0.2768 - coeff_determination: 0.9369 - val_loss: 1.5538 - val_coeff_determination: 0.6459
Epoch 396/500
763/763 [==============================] - 0s 63us/step - loss: 0.2766 - coeff_determination: 0.9370 - val_loss: 1.5542 - val_coeff_determination: 0.6458
Epoch 397/500
763/763 [==============================] - 0s 67us/step - loss: 0.2765 - coeff_determination: 0.9370 - val_loss: 1.5543 - val_coeff_determination: 0.6458
Epoch 398/500
763/763 [==============================] - 0s 60us/step - loss: 0.2763 - coeff_determination: 0.9370 - val_loss: 1.5545 - val_coeff_determination: 0.6458
Epoch 399/500
763/763 [==============================] - 0s 58us/step - loss: 0.2761 - coeff_determination: 0.9371 - val_loss: 1.5548 - val_coeff_determination: 0.6457
Epoch 400/500
763/763 [==============================] - 0s 68us/step - loss: 0.2760 - coeff_determination: 0.9371 - val_loss: 1.5550 - val_coeff_determination: 0.6456
Epoch 401/500
763/763 [==============================] - 0s 58us/step - loss: 0.2758 - coeff_determination: 0.9371 - val_loss: 1.5547 - val_coeff_determination: 0.6457
Epoch 402/500
763/763 [==============================] - 0s 68us/step - loss: 0.2757 - coeff_determination: 0.9372 - val_loss: 1.5547 - val_coeff_determination: 0.6457
Epoch 403/500
763/763 [==============================] - 0s 62us/step - loss: 0.2755 - coeff_determination: 0.9372 - val_loss: 1.5546 - val_coeff_determination: 0.6457
Epoch 404/500
763/763 [==============================] - 0s 65us/step - loss: 0.2754 - coeff_determination: 0.9373 - val_loss: 1.5551 - val_coeff_determination: 0.6456
Epoch 405/500
763/763 [==============================] - 0s 60us/step - loss: 0.2752 - coeff_determination: 0.9373 - val_loss: 1.5551 - val_coeff_determination: 0.6456
Epoch 406/500
763/763 [==============================] - 0s 64us/step - loss: 0.2751 - coeff_determination: 0.9373 - val_loss: 1.5558 - val_coeff_determination: 0.6455
Epoch 407/500
763/763 [==============================] - 0s 63us/step - loss: 0.2749 - coeff_determination: 0.9374 - val_loss: 1.5565 - val_coeff_determination: 0.6453
Epoch 408/500
763/763 [==============================] - 0s 64us/step - loss: 0.2747 - coeff_determination: 0.9374 - val_loss: 1.5572 - val_coeff_determination: 0.6451
Epoch 409/500
763/763 [==============================] - 0s 67us/step - loss: 0.2746 - coeff_determination: 0.9374 - val_loss: 1.5570 - val_coeff_determination: 0.6452
Epoch 410/500
763/763 [==============================] - 0s 67us/step - loss: 0.2744 - coeff_determination: 0.9375 - val_loss: 1.5571 - val_coeff_determination: 0.6452
Epoch 411/500
763/763 [==============================] - 0s 71us/step - loss: 0.2742 - coeff_determination: 0.9375 - val_loss: 1.5574 - val_coeff_determination: 0.6451
Epoch 412/500
763/763 [==============================] - 0s 73us/step - loss: 0.2741 - coeff_determination: 0.9375 - val_loss: 1.5574 - val_coeff_determination: 0.6451
Epoch 413/500
763/763 [==============================] - 0s 68us/step - loss: 0.2739 - coeff_determination: 0.9376 - val_loss: 1.5575 - val_coeff_determination: 0.6451
Epoch 414/500
763/763 [==============================] - 0s 64us/step - loss: 0.2738 - coeff_determination: 0.9376 - val_loss: 1.5579 - val_coeff_determination: 0.6450
Epoch 415/500
763/763 [==============================] - 0s 63us/step - loss: 0.2736 - coeff_determination: 0.9376 - val_loss: 1.5579 - val_coeff_determination: 0.6450
Epoch 416/500
763/763 [==============================] - 0s 62us/step - loss: 0.2735 - coeff_determination: 0.9377 - val_loss: 1.5580 - val_coeff_determination: 0.6450
Epoch 417/500
763/763 [==============================] - 0s 63us/step - loss: 0.2734 - coeff_determination: 0.9377 - val_loss: 1.5578 - val_coeff_determination: 0.6450
Epoch 418/500
763/763 [==============================] - 0s 79us/step - loss: 0.2733 - coeff_determination: 0.9377 - val_loss: 1.5592 - val_coeff_determination: 0.6447
Epoch 419/500
763/763 [==============================] - 0s 63us/step - loss: 0.2733 - coeff_determination: 0.9377 - val_loss: 1.5584 - val_coeff_determination: 0.6449
Epoch 420/500
763/763 [==============================] - 0s 72us/step - loss: 0.2732 - coeff_determination: 0.9377 - val_loss: 1.5590 - val_coeff_determination: 0.6447
Epoch 421/500
763/763 [==============================] - 0s 64us/step - loss: 0.2731 - coeff_determination: 0.9378 - val_loss: 1.5582 - val_coeff_determination: 0.6449
Epoch 422/500
763/763 [==============================] - 0s 66us/step - loss: 0.2729 - coeff_determination: 0.9378 - val_loss: 1.5597 - val_coeff_determination: 0.6446
Epoch 423/500
763/763 [==============================] - 0s 69us/step - loss: 0.2727 - coeff_determination: 0.9379 - val_loss: 1.5592 - val_coeff_determination: 0.6447
Epoch 424/500
763/763 [==============================] - 0s 64us/step - loss: 0.2724 - coeff_determination: 0.9379 - val_loss: 1.5595 - val_coeff_determination: 0.6446
Epoch 425/500
763/763 [==============================] - 0s 68us/step - loss: 0.2723 - coeff_determination: 0.9379 - val_loss: 1.5605 - val_coeff_determination: 0.6444
Epoch 426/500
763/763 [==============================] - 0s 64us/step - loss: 0.2723 - coeff_determination: 0.9380 - val_loss: 1.5594 - val_coeff_determination: 0.6446
Epoch 427/500
763/763 [==============================] - 0s 63us/step - loss: 0.2723 - coeff_determination: 0.9380 - val_loss: 1.5615 - val_coeff_determination: 0.6442
Epoch 428/500
763/763 [==============================] - 0s 60us/step - loss: 0.2721 - coeff_determination: 0.9380 - val_loss: 1.5602 - val_coeff_determination: 0.6445
Epoch 429/500
763/763 [==============================] - 0s 66us/step - loss: 0.2720 - coeff_determination: 0.9380 - val_loss: 1.5620 - val_coeff_determination: 0.6440
Epoch 430/500
763/763 [==============================] - 0s 58us/step - loss: 0.2718 - coeff_determination: 0.9381 - val_loss: 1.5610 - val_coeff_determination: 0.6443
Epoch 431/500
763/763 [==============================] - 0s 69us/step - loss: 0.2716 - coeff_determination: 0.9381 - val_loss: 1.5623 - val_coeff_determination: 0.6440
Epoch 432/500
763/763 [==============================] - 0s 59us/step - loss: 0.2713 - coeff_determination: 0.9382 - val_loss: 1.5626 - val_coeff_determination: 0.6439
Epoch 433/500
763/763 [==============================] - 0s 60us/step - loss: 0.2712 - coeff_determination: 0.9382 - val_loss: 1.5623 - val_coeff_determination: 0.6440
Epoch 434/500
763/763 [==============================] - 0s 50us/step - loss: 0.2711 - coeff_determination: 0.9382 - val_loss: 1.5623 - val_coeff_determination: 0.6440
Epoch 435/500
763/763 [==============================] - 0s 76us/step - loss: 0.2710 - coeff_determination: 0.9383 - val_loss: 1.5617 - val_coeff_determination: 0.6441
Epoch 436/500
763/763 [==============================] - 0s 58us/step - loss: 0.2709 - coeff_determination: 0.9383 - val_loss: 1.5631 - val_coeff_determination: 0.6438
Epoch 437/500
763/763 [==============================] - 0s 66us/step - loss: 0.2708 - coeff_determination: 0.9383 - val_loss: 1.5626 - val_coeff_determination: 0.6439
Epoch 438/500
763/763 [==============================] - 0s 64us/step - loss: 0.2707 - coeff_determination: 0.9383 - val_loss: 1.5640 - val_coeff_determination: 0.6436
Epoch 439/500
763/763 [==============================] - 0s 59us/step - loss: 0.2705 - coeff_determination: 0.9384 - val_loss: 1.5631 - val_coeff_determination: 0.6438
Epoch 440/500
763/763 [==============================] - 0s 56us/step - loss: 0.2705 - coeff_determination: 0.9384 - val_loss: 1.5661 - val_coeff_determination: 0.6431
Epoch 441/500
763/763 [==============================] - 0s 67us/step - loss: 0.2706 - coeff_determination: 0.9383 - val_loss: 1.5642 - val_coeff_determination: 0.6435
Epoch 442/500
763/763 [==============================] - 0s 64us/step - loss: 0.2708 - coeff_determination: 0.9383 - val_loss: 1.5679 - val_coeff_determination: 0.6427
Epoch 443/500
763/763 [==============================] - 0s 75us/step - loss: 0.2713 - coeff_determination: 0.9382 - val_loss: 1.5639 - val_coeff_determination: 0.6436
Epoch 444/500
763/763 [==============================] - 0s 69us/step - loss: 0.2716 - coeff_determination: 0.9381 - val_loss: 1.5693 - val_coeff_determination: 0.6424
Epoch 445/500
763/763 [==============================] - 0s 63us/step - loss: 0.2724 - coeff_determination: 0.9379 - val_loss: 1.5640 - val_coeff_determination: 0.6436
Epoch 446/500
763/763 [==============================] - 0s 62us/step - loss: 0.2718 - coeff_determination: 0.9381 - val_loss: 1.5685 - val_coeff_determination: 0.6426
Epoch 447/500
763/763 [==============================] - 0s 73us/step - loss: 0.2712 - coeff_determination: 0.9382 - val_loss: 1.5647 - val_coeff_determination: 0.6434
Epoch 448/500
763/763 [==============================] - 0s 60us/step - loss: 0.2700 - coeff_determination: 0.9385 - val_loss: 1.5657 - val_coeff_determination: 0.6432
Epoch 449/500
763/763 [==============================] - 0s 60us/step - loss: 0.2693 - coeff_determination: 0.9386 - val_loss: 1.5675 - val_coeff_determination: 0.6428
Epoch 450/500
763/763 [==============================] - 0s 64us/step - loss: 0.2694 - coeff_determination: 0.9386 - val_loss: 1.5664 - val_coeff_determination: 0.6430
Epoch 451/500
763/763 [==============================] - 0s 67us/step - loss: 0.2700 - coeff_determination: 0.9385 - val_loss: 1.5716 - val_coeff_determination: 0.6418
Epoch 452/500
763/763 [==============================] - 0s 68us/step - loss: 0.2707 - coeff_determination: 0.9383 - val_loss: 1.5674 - val_coeff_determination: 0.6428
Epoch 453/500
763/763 [==============================] - 0s 63us/step - loss: 0.2702 - coeff_determination: 0.9384 - val_loss: 1.5700 - val_coeff_determination: 0.6422
Epoch 454/500
763/763 [==============================] - 0s 66us/step - loss: 0.2694 - coeff_determination: 0.9386 - val_loss: 1.5673 - val_coeff_determination: 0.6428
Epoch 455/500
763/763 [==============================] - 0s 59us/step - loss: 0.2686 - coeff_determination: 0.9388 - val_loss: 1.5686 - val_coeff_determination: 0.6425
Epoch 456/500
763/763 [==============================] - 0s 63us/step - loss: 0.2684 - coeff_determination: 0.9388 - val_loss: 1.5704 - val_coeff_determination: 0.6421
Epoch 457/500
763/763 [==============================] - 0s 64us/step - loss: 0.2686 - coeff_determination: 0.9388 - val_loss: 1.5682 - val_coeff_determination: 0.6426
Epoch 458/500
763/763 [==============================] - 0s 64us/step - loss: 0.2687 - coeff_determination: 0.9388 - val_loss: 1.5712 - val_coeff_determination: 0.6420
Epoch 459/500
763/763 [==============================] - 0s 66us/step - loss: 0.2689 - coeff_determination: 0.9387 - val_loss: 1.5688 - val_coeff_determination: 0.6425
Epoch 460/500
763/763 [==============================] - 0s 63us/step - loss: 0.2687 - coeff_determination: 0.9388 - val_loss: 1.5722 - val_coeff_determination: 0.6417
Epoch 461/500
763/763 [==============================] - 0s 64us/step - loss: 0.2684 - coeff_determination: 0.9388 - val_loss: 1.5709 - val_coeff_determination: 0.6420
Epoch 462/500
763/763 [==============================] - 0s 68us/step - loss: 0.2680 - coeff_determination: 0.9389 - val_loss: 1.5724 - val_coeff_determination: 0.6417
Epoch 463/500
763/763 [==============================] - 0s 67us/step - loss: 0.2676 - coeff_determination: 0.9390 - val_loss: 1.5730 - val_coeff_determination: 0.6415
Epoch 464/500
763/763 [==============================] - 0s 59us/step - loss: 0.2675 - coeff_determination: 0.9390 - val_loss: 1.5724 - val_coeff_determination: 0.6417
Epoch 465/500
763/763 [==============================] - 0s 67us/step - loss: 0.2676 - coeff_determination: 0.9390 - val_loss: 1.5749 - val_coeff_determination: 0.6411
Epoch 466/500
763/763 [==============================] - 0s 64us/step - loss: 0.2679 - coeff_determination: 0.9390 - val_loss: 1.5725 - val_coeff_determination: 0.6417
Epoch 467/500
763/763 [==============================] - 0s 68us/step - loss: 0.2680 - coeff_determination: 0.9389 - val_loss: 1.5754 - val_coeff_determination: 0.6410
Epoch 468/500
763/763 [==============================] - 0s 67us/step - loss: 0.2682 - coeff_determination: 0.9389 - val_loss: 1.5729 - val_coeff_determination: 0.6416
Epoch 469/500
763/763 [==============================] - 0s 63us/step - loss: 0.2680 - coeff_determination: 0.9389 - val_loss: 1.5768 - val_coeff_determination: 0.6407
Epoch 470/500
763/763 [==============================] - 0s 68us/step - loss: 0.2679 - coeff_determination: 0.9390 - val_loss: 1.5750 - val_coeff_determination: 0.6411
Epoch 471/500
763/763 [==============================] - 0s 66us/step - loss: 0.2673 - coeff_determination: 0.9391 - val_loss: 1.5767 - val_coeff_determination: 0.6407
Epoch 472/500
763/763 [==============================] - 0s 64us/step - loss: 0.2668 - coeff_determination: 0.9392 - val_loss: 1.5762 - val_coeff_determination: 0.6408
Epoch 473/500
763/763 [==============================] - 0s 62us/step - loss: 0.2665 - coeff_determination: 0.9393 - val_loss: 1.5764 - val_coeff_determination: 0.6408
Epoch 474/500
763/763 [==============================] - 0s 62us/step - loss: 0.2665 - coeff_determination: 0.9393 - val_loss: 1.5787 - val_coeff_determination: 0.6402
Epoch 475/500
763/763 [==============================] - 0s 59us/step - loss: 0.2667 - coeff_determination: 0.9392 - val_loss: 1.5772 - val_coeff_determination: 0.6406
Epoch 476/500
763/763 [==============================] - 0s 63us/step - loss: 0.2670 - coeff_determination: 0.9392 - val_loss: 1.5803 - val_coeff_determination: 0.6399
Epoch 477/500
763/763 [==============================] - 0s 66us/step - loss: 0.2675 - coeff_determination: 0.9390 - val_loss: 1.5770 - val_coeff_determination: 0.6406
Epoch 478/500
763/763 [==============================] - 0s 60us/step - loss: 0.2677 - coeff_determination: 0.9390 - val_loss: 1.5813 - val_coeff_determination: 0.6396
Epoch 479/500
763/763 [==============================] - 0s 59us/step - loss: 0.2681 - coeff_determination: 0.9389 - val_loss: 1.5771 - val_coeff_determination: 0.6406
Epoch 480/500
763/763 [==============================] - 0s 64us/step - loss: 0.2678 - coeff_determination: 0.9390 - val_loss: 1.5805 - val_coeff_determination: 0.6398
Epoch 481/500
763/763 [==============================] - 0s 63us/step - loss: 0.2675 - coeff_determination: 0.9390 - val_loss: 1.5771 - val_coeff_determination: 0.6406
Epoch 482/500
763/763 [==============================] - 0s 60us/step - loss: 0.2665 - coeff_determination: 0.9393 - val_loss: 1.5790 - val_coeff_determination: 0.6402
Epoch 483/500
763/763 [==============================] - 0s 66us/step - loss: 0.2657 - coeff_determination: 0.9394 - val_loss: 1.5793 - val_coeff_determination: 0.6401
Epoch 484/500
763/763 [==============================] - 0s 67us/step - loss: 0.2655 - coeff_determination: 0.9395 - val_loss: 1.5790 - val_coeff_determination: 0.6402
Epoch 485/500
763/763 [==============================] - 0s 63us/step - loss: 0.2658 - coeff_determination: 0.9394 - val_loss: 1.5817 - val_coeff_determination: 0.6396
Epoch 486/500
763/763 [==============================] - 0s 63us/step - loss: 0.2661 - coeff_determination: 0.9393 - val_loss: 1.5796 - val_coeff_determination: 0.6400
Epoch 487/500
763/763 [==============================] - 0s 67us/step - loss: 0.2662 - coeff_determination: 0.9393 - val_loss: 1.5825 - val_coeff_determination: 0.6394
Epoch 488/500
763/763 [==============================] - 0s 69us/step - loss: 0.2661 - coeff_determination: 0.9394 - val_loss: 1.5806 - val_coeff_determination: 0.6398
Epoch 489/500
763/763 [==============================] - 0s 60us/step - loss: 0.2656 - coeff_determination: 0.9395 - val_loss: 1.5829 - val_coeff_determination: 0.6393
Epoch 490/500
763/763 [==============================] - 0s 72us/step - loss: 0.2652 - coeff_determination: 0.9396 - val_loss: 1.5819 - val_coeff_determination: 0.6395
Epoch 491/500
763/763 [==============================] - 0s 56us/step - loss: 0.2648 - coeff_determination: 0.9396 - val_loss: 1.5825 - val_coeff_determination: 0.6394
Epoch 492/500
763/763 [==============================] - 0s 70us/step - loss: 0.2647 - coeff_determination: 0.9397 - val_loss: 1.5835 - val_coeff_determination: 0.6391
Epoch 493/500
763/763 [==============================] - 0s 58us/step - loss: 0.2647 - coeff_determination: 0.9397 - val_loss: 1.5822 - val_coeff_determination: 0.6394
Epoch 494/500
763/763 [==============================] - 0s 68us/step - loss: 0.2649 - coeff_determination: 0.9396 - val_loss: 1.5853 - val_coeff_determination: 0.6387
Epoch 495/500
763/763 [==============================] - 0s 69us/step - loss: 0.2653 - coeff_determination: 0.9395 - val_loss: 1.5826 - val_coeff_determination: 0.6393
Epoch 496/500
763/763 [==============================] - 0s 60us/step - loss: 0.2657 - coeff_determination: 0.9395 - val_loss: 1.5869 - val_coeff_determination: 0.6384
Epoch 497/500
763/763 [==============================] - 0s 63us/step - loss: 0.2664 - coeff_determination: 0.9393 - val_loss: 1.5828 - val_coeff_determination: 0.6393
Epoch 498/500
763/763 [==============================] - 0s 60us/step - loss: 0.2666 - coeff_determination: 0.9393 - val_loss: 1.5875 - val_coeff_determination: 0.6382
Epoch 499/500
763/763 [==============================] - 0s 67us/step - loss: 0.2670 - coeff_determination: 0.9392 - val_loss: 1.5829 - val_coeff_determination: 0.6393
Epoch 500/500
763/763 [==============================] - 0s 59us/step - loss: 0.2661 - coeff_determination: 0.9394 - val_loss: 1.5863 - val_coeff_determination: 0.6385
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 0s 361us/step - loss: 13.6750 - coeff_determination: -2.1457 - val_loss: 9.1534 - val_coeff_determination: -1.0466
Epoch 2/500
763/763 [==============================] - 0s 47us/step - loss: 9.5354 - coeff_determination: -1.1934 - val_loss: 5.8955 - val_coeff_determination: -0.3181
Epoch 3/500
763/763 [==============================] - 0s 66us/step - loss: 6.3204 - coeff_determination: -0.4539 - val_loss: 6.3822 - val_coeff_determination: -0.4270
Epoch 4/500
763/763 [==============================] - 0s 59us/step - loss: 6.5195 - coeff_determination: -0.4997 - val_loss: 4.8658 - val_coeff_determination: -0.0879
Epoch 5/500
763/763 [==============================] - 0s 59us/step - loss: 4.9796 - coeff_determination: -0.1455 - val_loss: 3.4032 - val_coeff_determination: 0.2391
Epoch 6/500
763/763 [==============================] - 0s 61us/step - loss: 3.5683 - coeff_determination: 0.1792 - val_loss: 2.7483 - val_coeff_determination: 0.3855
Epoch 7/500
763/763 [==============================] - 0s 54us/step - loss: 2.9819 - coeff_determination: 0.3141 - val_loss: 2.5208 - val_coeff_determination: 0.4364
Epoch 8/500
763/763 [==============================] - 0s 68us/step - loss: 2.7800 - coeff_determination: 0.3605 - val_loss: 2.3558 - val_coeff_determination: 0.4733
Epoch 9/500
763/763 [==============================] - 0s 60us/step - loss: 2.5911 - coeff_determination: 0.4040 - val_loss: 2.2102 - val_coeff_determination: 0.5058
Epoch 10/500
763/763 [==============================] - 0s 66us/step - loss: 2.3805 - coeff_determination: 0.4524 - val_loss: 2.1822 - val_coeff_determination: 0.5121
Epoch 11/500
763/763 [==============================] - 0s 58us/step - loss: 2.2671 - coeff_determination: 0.4785 - val_loss: 2.2486 - val_coeff_determination: 0.4972
Epoch 12/500
763/763 [==============================] - 0s 63us/step - loss: 2.2562 - coeff_determination: 0.4810 - val_loss: 2.2453 - val_coeff_determination: 0.4980
Epoch 13/500
763/763 [==============================] - 0s 63us/step - loss: 2.2057 - coeff_determination: 0.4926 - val_loss: 2.1059 - val_coeff_determination: 0.5292
Epoch 14/500
763/763 [==============================] - 0s 67us/step - loss: 2.0483 - coeff_determination: 0.5288 - val_loss: 1.9041 - val_coeff_determination: 0.5743
Epoch 15/500
763/763 [==============================] - 0s 59us/step - loss: 1.8498 - coeff_determination: 0.5745 - val_loss: 1.7390 - val_coeff_determination: 0.6112
Epoch 16/500
763/763 [==============================] - 0s 67us/step - loss: 1.6963 - coeff_determination: 0.6098 - val_loss: 1.6506 - val_coeff_determination: 0.6309
Epoch 17/500
763/763 [==============================] - 0s 66us/step - loss: 1.6213 - coeff_determination: 0.6271 - val_loss: 1.6201 - val_coeff_determination: 0.6378
Epoch 18/500
763/763 [==============================] - 0s 60us/step - loss: 1.5864 - coeff_determination: 0.6351 - val_loss: 1.6087 - val_coeff_determination: 0.6403
Epoch 19/500
763/763 [==============================] - 0s 60us/step - loss: 1.5537 - coeff_determination: 0.6426 - val_loss: 1.5917 - val_coeff_determination: 0.6441
Epoch 20/500
763/763 [==============================] - 0s 60us/step - loss: 1.5051 - coeff_determination: 0.6538 - val_loss: 1.5730 - val_coeff_determination: 0.6483
Epoch 21/500
763/763 [==============================] - 0s 68us/step - loss: 1.4480 - coeff_determination: 0.6669 - val_loss: 1.5641 - val_coeff_determination: 0.6503
Epoch 22/500
763/763 [==============================] - 0s 60us/step - loss: 1.4001 - coeff_determination: 0.6779 - val_loss: 1.5680 - val_coeff_determination: 0.6494
Epoch 23/500
763/763 [==============================] - 0s 68us/step - loss: 1.3666 - coeff_determination: 0.6856 - val_loss: 1.5716 - val_coeff_determination: 0.6486
Epoch 24/500
763/763 [==============================] - 0s 66us/step - loss: 1.3367 - coeff_determination: 0.6925 - val_loss: 1.5658 - val_coeff_determination: 0.6499
Epoch 25/500
763/763 [==============================] - 0s 63us/step - loss: 1.3003 - coeff_determination: 0.7009 - val_loss: 1.5507 - val_coeff_determination: 0.6533
Epoch 26/500
763/763 [==============================] - 0s 60us/step - loss: 1.2578 - coeff_determination: 0.7107 - val_loss: 1.5326 - val_coeff_determination: 0.6573
Epoch 27/500
763/763 [==============================] - 0s 71us/step - loss: 1.2183 - coeff_determination: 0.7198 - val_loss: 1.5166 - val_coeff_determination: 0.6609
Epoch 28/500
763/763 [==============================] - 0s 64us/step - loss: 1.1868 - coeff_determination: 0.7270 - val_loss: 1.5005 - val_coeff_determination: 0.6645
Epoch 29/500
763/763 [==============================] - 0s 67us/step - loss: 1.1590 - coeff_determination: 0.7334 - val_loss: 1.4773 - val_coeff_determination: 0.6697
Epoch 30/500
763/763 [==============================] - 0s 60us/step - loss: 1.1267 - coeff_determination: 0.7408 - val_loss: 1.4450 - val_coeff_determination: 0.6769
Epoch 31/500
763/763 [==============================] - 0s 52us/step - loss: 1.0880 - coeff_determination: 0.7497 - val_loss: 1.4123 - val_coeff_determination: 0.6842
Epoch 32/500
763/763 [==============================] - 0s 88us/step - loss: 1.0494 - coeff_determination: 0.7586 - val_loss: 1.3887 - val_coeff_determination: 0.6895
Epoch 33/500
763/763 [==============================] - 0s 58us/step - loss: 1.0205 - coeff_determination: 0.7652 - val_loss: 1.3763 - val_coeff_determination: 0.6923
Epoch 34/500
763/763 [==============================] - 0s 71us/step - loss: 1.0021 - coeff_determination: 0.7695 - val_loss: 1.3673 - val_coeff_determination: 0.6943
Epoch 35/500
763/763 [==============================] - 0s 64us/step - loss: 0.9872 - coeff_determination: 0.7729 - val_loss: 1.3540 - val_coeff_determination: 0.6973
Epoch 36/500
763/763 [==============================] - 0s 58us/step - loss: 0.9686 - coeff_determination: 0.7772 - val_loss: 1.3358 - val_coeff_determination: 0.7013
Epoch 37/500
763/763 [==============================] - 0s 67us/step - loss: 0.9460 - coeff_determination: 0.7824 - val_loss: 1.3211 - val_coeff_determination: 0.7046
Epoch 38/500
763/763 [==============================] - 0s 59us/step - loss: 0.9239 - coeff_determination: 0.7875 - val_loss: 1.3124 - val_coeff_determination: 0.7066
Epoch 39/500
763/763 [==============================] - 0s 62us/step - loss: 0.9055 - coeff_determination: 0.7917 - val_loss: 1.3088 - val_coeff_determination: 0.7074
Epoch 40/500
763/763 [==============================] - 0s 63us/step - loss: 0.8877 - coeff_determination: 0.7958 - val_loss: 1.3077 - val_coeff_determination: 0.7076
Epoch 41/500
763/763 [==============================] - 0s 66us/step - loss: 0.8674 - coeff_determination: 0.8005 - val_loss: 1.3099 - val_coeff_determination: 0.7071
Epoch 42/500
763/763 [==============================] - 0s 69us/step - loss: 0.8465 - coeff_determination: 0.8053 - val_loss: 1.3168 - val_coeff_determination: 0.7056
Epoch 43/500
763/763 [==============================] - 0s 54us/step - loss: 0.8288 - coeff_determination: 0.8094 - val_loss: 1.3257 - val_coeff_determination: 0.7036
Epoch 44/500
763/763 [==============================] - 0s 58us/step - loss: 0.8151 - coeff_determination: 0.8125 - val_loss: 1.3313 - val_coeff_determination: 0.7023
Epoch 45/500
763/763 [==============================] - 0s 67us/step - loss: 0.8019 - coeff_determination: 0.8155 - val_loss: 1.3289 - val_coeff_determination: 0.7029
Epoch 46/500
763/763 [==============================] - 0s 69us/step - loss: 0.7859 - coeff_determination: 0.8192 - val_loss: 1.3209 - val_coeff_determination: 0.7047
Epoch 47/500
763/763 [==============================] - 0s 41us/step - loss: 0.7687 - coeff_determination: 0.8232 - val_loss: 1.3118 - val_coeff_determination: 0.7067
Epoch 48/500
763/763 [==============================] - 0s 67us/step - loss: 0.7530 - coeff_determination: 0.8268 - val_loss: 1.3052 - val_coeff_determination: 0.7082
Epoch 49/500
763/763 [==============================] - 0s 63us/step - loss: 0.7393 - coeff_determination: 0.8299 - val_loss: 1.2999 - val_coeff_determination: 0.7094
Epoch 50/500
763/763 [==============================] - 0s 64us/step - loss: 0.7261 - coeff_determination: 0.8330 - val_loss: 1.2968 - val_coeff_determination: 0.7100
Epoch 51/500
763/763 [==============================] - 0s 60us/step - loss: 0.7122 - coeff_determination: 0.8362 - val_loss: 1.2975 - val_coeff_determination: 0.7099
Epoch 52/500
763/763 [==============================] - 0s 67us/step - loss: 0.6995 - coeff_determination: 0.8391 - val_loss: 1.3006 - val_coeff_determination: 0.7092
Epoch 53/500
763/763 [==============================] - 0s 63us/step - loss: 0.6888 - coeff_determination: 0.8415 - val_loss: 1.3029 - val_coeff_determination: 0.7087
Epoch 54/500
763/763 [==============================] - 0s 69us/step - loss: 0.6786 - coeff_determination: 0.8439 - val_loss: 1.3014 - val_coeff_determination: 0.7090
Epoch 55/500
763/763 [==============================] - 0s 58us/step - loss: 0.6668 - coeff_determination: 0.8466 - val_loss: 1.2970 - val_coeff_determination: 0.7100
Epoch 56/500
763/763 [==============================] - 0s 67us/step - loss: 0.6543 - coeff_determination: 0.8495 - val_loss: 1.2931 - val_coeff_determination: 0.7109
Epoch 57/500
763/763 [==============================] - 0s 66us/step - loss: 0.6432 - coeff_determination: 0.8521 - val_loss: 1.2911 - val_coeff_determination: 0.7113
Epoch 58/500
763/763 [==============================] - 0s 60us/step - loss: 0.6333 - coeff_determination: 0.8543 - val_loss: 1.2901 - val_coeff_determination: 0.7116
Epoch 59/500
763/763 [==============================] - 0s 60us/step - loss: 0.6236 - coeff_determination: 0.8566 - val_loss: 1.2895 - val_coeff_determination: 0.7117
Epoch 60/500
763/763 [==============================] - 0s 66us/step - loss: 0.6137 - coeff_determination: 0.8588 - val_loss: 1.2887 - val_coeff_determination: 0.7119
Epoch 61/500
763/763 [==============================] - 0s 68us/step - loss: 0.6050 - coeff_determination: 0.8608 - val_loss: 1.2863 - val_coeff_determination: 0.7124
Epoch 62/500
763/763 [==============================] - 0s 66us/step - loss: 0.5972 - coeff_determination: 0.8626 - val_loss: 1.2808 - val_coeff_determination: 0.7136
Epoch 63/500
763/763 [==============================] - 0s 67us/step - loss: 0.5895 - coeff_determination: 0.8644 - val_loss: 1.2734 - val_coeff_determination: 0.7153
Epoch 64/500
763/763 [==============================] - 0s 59us/step - loss: 0.5817 - coeff_determination: 0.8662 - val_loss: 1.2671 - val_coeff_determination: 0.7167
Epoch 65/500
763/763 [==============================] - 0s 66us/step - loss: 0.5742 - coeff_determination: 0.8679 - val_loss: 1.2645 - val_coeff_determination: 0.7173
Epoch 66/500
763/763 [==============================] - 0s 50us/step - loss: 0.5673 - coeff_determination: 0.8695 - val_loss: 1.2662 - val_coeff_determination: 0.7169
Epoch 67/500
763/763 [==============================] - 0s 79us/step - loss: 0.5604 - coeff_determination: 0.8711 - val_loss: 1.2715 - val_coeff_determination: 0.7157
Epoch 68/500
763/763 [==============================] - 0s 59us/step - loss: 0.5539 - coeff_determination: 0.8726 - val_loss: 1.2779 - val_coeff_determination: 0.7143
Epoch 69/500
763/763 [==============================] - 0s 63us/step - loss: 0.5482 - coeff_determination: 0.8739 - val_loss: 1.2828 - val_coeff_determination: 0.7132
Epoch 70/500
763/763 [==============================] - 0s 67us/step - loss: 0.5429 - coeff_determination: 0.8751 - val_loss: 1.2852 - val_coeff_determination: 0.7126
Epoch 71/500
763/763 [==============================] - 0s 62us/step - loss: 0.5376 - coeff_determination: 0.8763 - val_loss: 1.2853 - val_coeff_determination: 0.7126
Epoch 72/500
763/763 [==============================] - 0s 64us/step - loss: 0.5325 - coeff_determination: 0.8775 - val_loss: 1.2843 - val_coeff_determination: 0.7128
Epoch 73/500
763/763 [==============================] - 0s 71us/step - loss: 0.5277 - coeff_determination: 0.8786 - val_loss: 1.2838 - val_coeff_determination: 0.7130
Epoch 74/500
763/763 [==============================] - 0s 68us/step - loss: 0.5228 - coeff_determination: 0.8797 - val_loss: 1.2841 - val_coeff_determination: 0.7129
Epoch 75/500
763/763 [==============================] - 0s 72us/step - loss: 0.5179 - coeff_determination: 0.8809 - val_loss: 1.2852 - val_coeff_determination: 0.7127
Epoch 76/500
763/763 [==============================] - 0s 67us/step - loss: 0.5134 - coeff_determination: 0.8819 - val_loss: 1.2861 - val_coeff_determination: 0.7124
Epoch 77/500
763/763 [==============================] - 0s 66us/step - loss: 0.5091 - coeff_determination: 0.8829 - val_loss: 1.2853 - val_coeff_determination: 0.7126
Epoch 78/500
763/763 [==============================] - 0s 66us/step - loss: 0.5051 - coeff_determination: 0.8838 - val_loss: 1.2841 - val_coeff_determination: 0.7129
Epoch 79/500
763/763 [==============================] - 0s 66us/step - loss: 0.5012 - coeff_determination: 0.8847 - val_loss: 1.2834 - val_coeff_determination: 0.7131
Epoch 80/500
763/763 [==============================] - 0s 72us/step - loss: 0.4974 - coeff_determination: 0.8856 - val_loss: 1.2845 - val_coeff_determination: 0.7128
Epoch 81/500
763/763 [==============================] - 0s 59us/step - loss: 0.4938 - coeff_determination: 0.8864 - val_loss: 1.2875 - val_coeff_determination: 0.7121
Epoch 82/500
763/763 [==============================] - 0s 70us/step - loss: 0.4901 - coeff_determination: 0.8873 - val_loss: 1.2916 - val_coeff_determination: 0.7112
Epoch 83/500
763/763 [==============================] - 0s 66us/step - loss: 0.4865 - coeff_determination: 0.8881 - val_loss: 1.2955 - val_coeff_determination: 0.7103
Epoch 84/500
763/763 [==============================] - 0s 58us/step - loss: 0.4830 - coeff_determination: 0.8889 - val_loss: 1.2981 - val_coeff_determination: 0.7098
Epoch 85/500
763/763 [==============================] - 0s 71us/step - loss: 0.4797 - coeff_determination: 0.8897 - val_loss: 1.2991 - val_coeff_determination: 0.7095
Epoch 86/500
763/763 [==============================] - 0s 56us/step - loss: 0.4763 - coeff_determination: 0.8904 - val_loss: 1.2991 - val_coeff_determination: 0.7095
Epoch 87/500
763/763 [==============================] - 0s 71us/step - loss: 0.4731 - coeff_determination: 0.8912 - val_loss: 1.2989 - val_coeff_determination: 0.7096
Epoch 88/500
763/763 [==============================] - 0s 64us/step - loss: 0.4698 - coeff_determination: 0.8919 - val_loss: 1.2987 - val_coeff_determination: 0.7096
Epoch 89/500
763/763 [==============================] - 0s 56us/step - loss: 0.4667 - coeff_determination: 0.8926 - val_loss: 1.2986 - val_coeff_determination: 0.7097
Epoch 90/500
763/763 [==============================] - 0s 70us/step - loss: 0.4637 - coeff_determination: 0.8933 - val_loss: 1.2984 - val_coeff_determination: 0.7097
Epoch 91/500
763/763 [==============================] - 0s 58us/step - loss: 0.4607 - coeff_determination: 0.8940 - val_loss: 1.2977 - val_coeff_determination: 0.7099
Epoch 92/500
763/763 [==============================] - 0s 66us/step - loss: 0.4579 - coeff_determination: 0.8947 - val_loss: 1.2964 - val_coeff_determination: 0.7101
Epoch 93/500
763/763 [==============================] - 0s 64us/step - loss: 0.4550 - coeff_determination: 0.8953 - val_loss: 1.2955 - val_coeff_determination: 0.7103
Epoch 94/500
763/763 [==============================] - 0s 60us/step - loss: 0.4521 - coeff_determination: 0.8960 - val_loss: 1.2955 - val_coeff_determination: 0.7104
Epoch 95/500
763/763 [==============================] - 0s 64us/step - loss: 0.4493 - coeff_determination: 0.8966 - val_loss: 1.2969 - val_coeff_determination: 0.7100
Epoch 96/500
763/763 [==============================] - 0s 67us/step - loss: 0.4467 - coeff_determination: 0.8972 - val_loss: 1.2988 - val_coeff_determination: 0.7096
Epoch 97/500
763/763 [==============================] - 0s 66us/step - loss: 0.4441 - coeff_determination: 0.8978 - val_loss: 1.3001 - val_coeff_determination: 0.7093
Epoch 98/500
763/763 [==============================] - 0s 59us/step - loss: 0.4415 - coeff_determination: 0.8984 - val_loss: 1.3000 - val_coeff_determination: 0.7093
Epoch 99/500
763/763 [==============================] - 0s 60us/step - loss: 0.4389 - coeff_determination: 0.8990 - val_loss: 1.2992 - val_coeff_determination: 0.7095
Epoch 100/500
763/763 [==============================] - 0s 71us/step - loss: 0.4364 - coeff_determination: 0.8996 - val_loss: 1.2994 - val_coeff_determination: 0.7095
Epoch 101/500
763/763 [==============================] - 0s 56us/step - loss: 0.4338 - coeff_determination: 0.9002 - val_loss: 1.3011 - val_coeff_determination: 0.7091
Epoch 102/500
763/763 [==============================] - 0s 75us/step - loss: 0.4313 - coeff_determination: 0.9008 - val_loss: 1.3035 - val_coeff_determination: 0.7086
Epoch 103/500
763/763 [==============================] - 0s 72us/step - loss: 0.4289 - coeff_determination: 0.9013 - val_loss: 1.3057 - val_coeff_determination: 0.7081
Epoch 104/500
763/763 [==============================] - 0s 68us/step - loss: 0.4265 - coeff_determination: 0.9019 - val_loss: 1.3061 - val_coeff_determination: 0.7080
Epoch 105/500
763/763 [==============================] - 0s 75us/step - loss: 0.4240 - coeff_determination: 0.9025 - val_loss: 1.3058 - val_coeff_determination: 0.7080
Epoch 106/500
763/763 [==============================] - 0s 72us/step - loss: 0.4216 - coeff_determination: 0.9030 - val_loss: 1.3056 - val_coeff_determination: 0.7081
Epoch 107/500
763/763 [==============================] - 0s 60us/step - loss: 0.4192 - coeff_determination: 0.9036 - val_loss: 1.3069 - val_coeff_determination: 0.7078
Epoch 108/500
763/763 [==============================] - 0s 79us/step - loss: 0.4167 - coeff_determination: 0.9041 - val_loss: 1.3088 - val_coeff_determination: 0.7074
Epoch 109/500
763/763 [==============================] - 0s 67us/step - loss: 0.4144 - coeff_determination: 0.9047 - val_loss: 1.3099 - val_coeff_determination: 0.7071
Epoch 110/500
763/763 [==============================] - 0s 66us/step - loss: 0.4122 - coeff_determination: 0.9052 - val_loss: 1.3096 - val_coeff_determination: 0.7072
Epoch 111/500
763/763 [==============================] - 0s 67us/step - loss: 0.4097 - coeff_determination: 0.9057 - val_loss: 1.3089 - val_coeff_determination: 0.7074
Epoch 112/500
763/763 [==============================] - 0s 69us/step - loss: 0.4072 - coeff_determination: 0.9063 - val_loss: 1.3084 - val_coeff_determination: 0.7075
Epoch 113/500
763/763 [==============================] - 0s 69us/step - loss: 0.4047 - coeff_determination: 0.9069 - val_loss: 1.3087 - val_coeff_determination: 0.7074
Epoch 114/500
763/763 [==============================] - 0s 71us/step - loss: 0.4025 - coeff_determination: 0.9074 - val_loss: 1.3095 - val_coeff_determination: 0.7072
Epoch 115/500
763/763 [==============================] - 0s 75us/step - loss: 0.4003 - coeff_determination: 0.9079 - val_loss: 1.3101 - val_coeff_determination: 0.7071
Epoch 116/500
763/763 [==============================] - 0s 68us/step - loss: 0.3981 - coeff_determination: 0.9084 - val_loss: 1.3106 - val_coeff_determination: 0.7070
Epoch 117/500
763/763 [==============================] - 0s 64us/step - loss: 0.3962 - coeff_determination: 0.9089 - val_loss: 1.3110 - val_coeff_determination: 0.7069
Epoch 118/500
763/763 [==============================] - 0s 71us/step - loss: 0.3944 - coeff_determination: 0.9093 - val_loss: 1.3118 - val_coeff_determination: 0.7067
Epoch 119/500
763/763 [==============================] - 0s 69us/step - loss: 0.3927 - coeff_determination: 0.9097 - val_loss: 1.3136 - val_coeff_determination: 0.7063
Epoch 120/500
763/763 [==============================] - 0s 73us/step - loss: 0.3911 - coeff_determination: 0.9100 - val_loss: 1.3158 - val_coeff_determination: 0.7058
Epoch 121/500
763/763 [==============================] - 0s 66us/step - loss: 0.3895 - coeff_determination: 0.9104 - val_loss: 1.3180 - val_coeff_determination: 0.7053
Epoch 122/500
763/763 [==============================] - 0s 64us/step - loss: 0.3876 - coeff_determination: 0.9108 - val_loss: 1.3203 - val_coeff_determination: 0.7048
Epoch 123/500
763/763 [==============================] - 0s 71us/step - loss: 0.3859 - coeff_determination: 0.9112 - val_loss: 1.3222 - val_coeff_determination: 0.7044
Epoch 124/500
763/763 [==============================] - 0s 73us/step - loss: 0.3842 - coeff_determination: 0.9116 - val_loss: 1.3238 - val_coeff_determination: 0.7040
Epoch 125/500
763/763 [==============================] - 0s 69us/step - loss: 0.3827 - coeff_determination: 0.9120 - val_loss: 1.3247 - val_coeff_determination: 0.7038
Epoch 126/500
763/763 [==============================] - 0s 66us/step - loss: 0.3811 - coeff_determination: 0.9123 - val_loss: 1.3251 - val_coeff_determination: 0.7037
Epoch 127/500
763/763 [==============================] - 0s 73us/step - loss: 0.3794 - coeff_determination: 0.9127 - val_loss: 1.3251 - val_coeff_determination: 0.7037
Epoch 128/500
763/763 [==============================] - 0s 72us/step - loss: 0.3777 - coeff_determination: 0.9131 - val_loss: 1.3248 - val_coeff_determination: 0.7038
Epoch 129/500
763/763 [==============================] - 0s 64us/step - loss: 0.3761 - coeff_determination: 0.9135 - val_loss: 1.3248 - val_coeff_determination: 0.7038
Epoch 130/500
763/763 [==============================] - 0s 66us/step - loss: 0.3747 - coeff_determination: 0.9138 - val_loss: 1.3255 - val_coeff_determination: 0.7036
Epoch 131/500
763/763 [==============================] - 0s 62us/step - loss: 0.3733 - coeff_determination: 0.9141 - val_loss: 1.3259 - val_coeff_determination: 0.7036
Epoch 132/500
763/763 [==============================] - 0s 45us/step - loss: 0.3718 - coeff_determination: 0.9145 - val_loss: 1.3268 - val_coeff_determination: 0.7034
Epoch 133/500
763/763 [==============================] - 0s 80us/step - loss: 0.3705 - coeff_determination: 0.9148 - val_loss: 1.3291 - val_coeff_determination: 0.7028
Epoch 134/500
763/763 [==============================] - 0s 61us/step - loss: 0.3691 - coeff_determination: 0.9151 - val_loss: 1.3315 - val_coeff_determination: 0.7023
Epoch 135/500
763/763 [==============================] - 0s 66us/step - loss: 0.3679 - coeff_determination: 0.9154 - val_loss: 1.3325 - val_coeff_determination: 0.7021
Epoch 136/500
763/763 [==============================] - 0s 68us/step - loss: 0.3666 - coeff_determination: 0.9157 - val_loss: 1.3330 - val_coeff_determination: 0.7020
Epoch 137/500
763/763 [==============================] - 0s 63us/step - loss: 0.3653 - coeff_determination: 0.9160 - val_loss: 1.3341 - val_coeff_determination: 0.7017
Epoch 138/500
763/763 [==============================] - 0s 78us/step - loss: 0.3641 - coeff_determination: 0.9163 - val_loss: 1.3358 - val_coeff_determination: 0.7013
Epoch 139/500
763/763 [==============================] - 0s 66us/step - loss: 0.3630 - coeff_determination: 0.9165 - val_loss: 1.3367 - val_coeff_determination: 0.7011
Epoch 140/500
763/763 [==============================] - 0s 59us/step - loss: 0.3618 - coeff_determination: 0.9168 - val_loss: 1.3377 - val_coeff_determination: 0.7009
Epoch 141/500
763/763 [==============================] - 0s 64us/step - loss: 0.3610 - coeff_determination: 0.9170 - val_loss: 1.3405 - val_coeff_determination: 0.7003
Epoch 142/500
763/763 [==============================] - 0s 69us/step - loss: 0.3598 - coeff_determination: 0.9172 - val_loss: 1.3441 - val_coeff_determination: 0.6995
Epoch 143/500
763/763 [==============================] - 0s 62us/step - loss: 0.3586 - coeff_determination: 0.9175 - val_loss: 1.3454 - val_coeff_determination: 0.6992
Epoch 144/500
763/763 [==============================] - 0s 68us/step - loss: 0.3576 - coeff_determination: 0.9177 - val_loss: 1.3445 - val_coeff_determination: 0.6994
Epoch 145/500
763/763 [==============================] - 0s 64us/step - loss: 0.3566 - coeff_determination: 0.9180 - val_loss: 1.3430 - val_coeff_determination: 0.6997
Epoch 146/500
763/763 [==============================] - 0s 63us/step - loss: 0.3556 - coeff_determination: 0.9182 - val_loss: 1.3427 - val_coeff_determination: 0.6998
Epoch 147/500
763/763 [==============================] - 0s 67us/step - loss: 0.3545 - coeff_determination: 0.9184 - val_loss: 1.3438 - val_coeff_determination: 0.6995
Epoch 148/500
763/763 [==============================] - 0s 66us/step - loss: 0.3536 - coeff_determination: 0.9187 - val_loss: 1.3454 - val_coeff_determination: 0.6992
Epoch 149/500
763/763 [==============================] - 0s 67us/step - loss: 0.3527 - coeff_determination: 0.9189 - val_loss: 1.3463 - val_coeff_determination: 0.6990
Epoch 150/500
763/763 [==============================] - 0s 71us/step - loss: 0.3516 - coeff_determination: 0.9191 - val_loss: 1.3465 - val_coeff_determination: 0.6989
Epoch 151/500
763/763 [==============================] - 0s 64us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 1.3471 - val_coeff_determination: 0.6988
Epoch 152/500
763/763 [==============================] - 0s 63us/step - loss: 0.3500 - coeff_determination: 0.9195 - val_loss: 1.3486 - val_coeff_determination: 0.6985
Epoch 153/500
763/763 [==============================] - 0s 68us/step - loss: 0.3492 - coeff_determination: 0.9197 - val_loss: 1.3512 - val_coeff_determination: 0.6979
Epoch 154/500
763/763 [==============================] - 0s 64us/step - loss: 0.3483 - coeff_determination: 0.9199 - val_loss: 1.3534 - val_coeff_determination: 0.6974
Epoch 155/500
763/763 [==============================] - 0s 67us/step - loss: 0.3475 - coeff_determination: 0.9201 - val_loss: 1.3550 - val_coeff_determination: 0.6970
Epoch 156/500
763/763 [==============================] - 0s 64us/step - loss: 0.3467 - coeff_determination: 0.9202 - val_loss: 1.3563 - val_coeff_determination: 0.6967
Epoch 157/500
763/763 [==============================] - 0s 67us/step - loss: 0.3461 - coeff_determination: 0.9204 - val_loss: 1.3577 - val_coeff_determination: 0.6964
Epoch 158/500
763/763 [==============================] - 0s 66us/step - loss: 0.3453 - coeff_determination: 0.9206 - val_loss: 1.3584 - val_coeff_determination: 0.6963
Epoch 159/500
763/763 [==============================] - 0s 66us/step - loss: 0.3445 - coeff_determination: 0.9208 - val_loss: 1.3586 - val_coeff_determination: 0.6962
Epoch 160/500
763/763 [==============================] - 0s 68us/step - loss: 0.3438 - coeff_determination: 0.9209 - val_loss: 1.3608 - val_coeff_determination: 0.6958
Epoch 161/500
763/763 [==============================] - 0s 62us/step - loss: 0.3430 - coeff_determination: 0.9211 - val_loss: 1.3637 - val_coeff_determination: 0.6951
Epoch 162/500
763/763 [==============================] - 0s 63us/step - loss: 0.3423 - coeff_determination: 0.9213 - val_loss: 1.3644 - val_coeff_determination: 0.6949
Epoch 163/500
763/763 [==============================] - 0s 64us/step - loss: 0.3416 - coeff_determination: 0.9214 - val_loss: 1.3639 - val_coeff_determination: 0.6951
Epoch 164/500
763/763 [==============================] - 0s 63us/step - loss: 0.3410 - coeff_determination: 0.9216 - val_loss: 1.3642 - val_coeff_determination: 0.6950
Epoch 165/500
763/763 [==============================] - 0s 72us/step - loss: 0.3404 - coeff_determination: 0.9217 - val_loss: 1.3674 - val_coeff_determination: 0.6943
Epoch 166/500
763/763 [==============================] - 0s 69us/step - loss: 0.3397 - coeff_determination: 0.9219 - val_loss: 1.3706 - val_coeff_determination: 0.6936
Epoch 167/500
763/763 [==============================] - 0s 63us/step - loss: 0.3391 - coeff_determination: 0.9220 - val_loss: 1.3715 - val_coeff_determination: 0.6933
Epoch 168/500
763/763 [==============================] - 0s 63us/step - loss: 0.3385 - coeff_determination: 0.9221 - val_loss: 1.3720 - val_coeff_determination: 0.6932
Epoch 169/500
763/763 [==============================] - 0s 62us/step - loss: 0.3378 - coeff_determination: 0.9223 - val_loss: 1.3738 - val_coeff_determination: 0.6928
Epoch 170/500
763/763 [==============================] - 0s 67us/step - loss: 0.3372 - coeff_determination: 0.9224 - val_loss: 1.3757 - val_coeff_determination: 0.6924
Epoch 171/500
763/763 [==============================] - 0s 63us/step - loss: 0.3366 - coeff_determination: 0.9226 - val_loss: 1.3766 - val_coeff_determination: 0.6922
Epoch 172/500
763/763 [==============================] - 0s 64us/step - loss: 0.3361 - coeff_determination: 0.9227 - val_loss: 1.3777 - val_coeff_determination: 0.6920
Epoch 173/500
763/763 [==============================] - 0s 62us/step - loss: 0.3354 - coeff_determination: 0.9228 - val_loss: 1.3794 - val_coeff_determination: 0.6916
Epoch 174/500
763/763 [==============================] - 0s 67us/step - loss: 0.3349 - coeff_determination: 0.9230 - val_loss: 1.3814 - val_coeff_determination: 0.6911
Epoch 175/500
763/763 [==============================] - 0s 63us/step - loss: 0.3343 - coeff_determination: 0.9231 - val_loss: 1.3825 - val_coeff_determination: 0.6909
Epoch 176/500
763/763 [==============================] - 0s 68us/step - loss: 0.3337 - coeff_determination: 0.9232 - val_loss: 1.3827 - val_coeff_determination: 0.6909
Epoch 177/500
763/763 [==============================] - 0s 59us/step - loss: 0.3332 - coeff_determination: 0.9234 - val_loss: 1.3837 - val_coeff_determination: 0.6906
Epoch 178/500
763/763 [==============================] - 0s 62us/step - loss: 0.3327 - coeff_determination: 0.9235 - val_loss: 1.3846 - val_coeff_determination: 0.6904
Epoch 179/500
763/763 [==============================] - 0s 62us/step - loss: 0.3321 - coeff_determination: 0.9236 - val_loss: 1.3856 - val_coeff_determination: 0.6902
Epoch 180/500
763/763 [==============================] - 0s 64us/step - loss: 0.3316 - coeff_determination: 0.9237 - val_loss: 1.3876 - val_coeff_determination: 0.6897
Epoch 181/500
763/763 [==============================] - 0s 62us/step - loss: 0.3311 - coeff_determination: 0.9238 - val_loss: 1.3897 - val_coeff_determination: 0.6893
Epoch 182/500
763/763 [==============================] - 0s 62us/step - loss: 0.3306 - coeff_determination: 0.9240 - val_loss: 1.3896 - val_coeff_determination: 0.6893
Epoch 183/500
763/763 [==============================] - 0s 64us/step - loss: 0.3300 - coeff_determination: 0.9241 - val_loss: 1.3894 - val_coeff_determination: 0.6893
Epoch 184/500
763/763 [==============================] - 0s 45us/step - loss: 0.3296 - coeff_determination: 0.9242 - val_loss: 1.3909 - val_coeff_determination: 0.6890
Epoch 185/500
763/763 [==============================] - 0s 68us/step - loss: 0.3290 - coeff_determination: 0.9243 - val_loss: 1.3926 - val_coeff_determination: 0.6886
Epoch 186/500
763/763 [==============================] - 0s 71us/step - loss: 0.3286 - coeff_determination: 0.9244 - val_loss: 1.3936 - val_coeff_determination: 0.6884
Epoch 187/500
763/763 [==============================] - 0s 58us/step - loss: 0.3281 - coeff_determination: 0.9245 - val_loss: 1.3942 - val_coeff_determination: 0.6883
Epoch 188/500
763/763 [==============================] - 0s 82us/step - loss: 0.3277 - coeff_determination: 0.9246 - val_loss: 1.3944 - val_coeff_determination: 0.6882
Epoch 189/500
763/763 [==============================] - 0s 62us/step - loss: 0.3272 - coeff_determination: 0.9247 - val_loss: 1.3949 - val_coeff_determination: 0.6881
Epoch 190/500
763/763 [==============================] - 0s 48us/step - loss: 0.3267 - coeff_determination: 0.9248 - val_loss: 1.3974 - val_coeff_determination: 0.6876
Epoch 191/500
763/763 [==============================] - 0s 78us/step - loss: 0.3263 - coeff_determination: 0.9249 - val_loss: 1.4002 - val_coeff_determination: 0.6869
Epoch 192/500
763/763 [==============================] - 0s 66us/step - loss: 0.3258 - coeff_determination: 0.9251 - val_loss: 1.4005 - val_coeff_determination: 0.6869
Epoch 193/500
763/763 [==============================] - 0s 62us/step - loss: 0.3254 - coeff_determination: 0.9252 - val_loss: 1.4010 - val_coeff_determination: 0.6867
Epoch 194/500
763/763 [==============================] - 0s 69us/step - loss: 0.3249 - coeff_determination: 0.9253 - val_loss: 1.4046 - val_coeff_determination: 0.6859
Epoch 195/500
763/763 [==============================] - 0s 62us/step - loss: 0.3245 - coeff_determination: 0.9254 - val_loss: 1.4071 - val_coeff_determination: 0.6854
Epoch 196/500
763/763 [==============================] - 0s 64us/step - loss: 0.3240 - coeff_determination: 0.9255 - val_loss: 1.4059 - val_coeff_determination: 0.6857
Epoch 197/500
763/763 [==============================] - 0s 62us/step - loss: 0.3236 - coeff_determination: 0.9256 - val_loss: 1.4060 - val_coeff_determination: 0.6856
Epoch 198/500
763/763 [==============================] - 0s 63us/step - loss: 0.3232 - coeff_determination: 0.9257 - val_loss: 1.4083 - val_coeff_determination: 0.6851
Epoch 199/500
763/763 [==============================] - 0s 67us/step - loss: 0.3227 - coeff_determination: 0.9258 - val_loss: 1.4104 - val_coeff_determination: 0.6847
Epoch 200/500
763/763 [==============================] - 0s 67us/step - loss: 0.3224 - coeff_determination: 0.9258 - val_loss: 1.4108 - val_coeff_determination: 0.6846
Epoch 201/500
763/763 [==============================] - 0s 64us/step - loss: 0.3219 - coeff_determination: 0.9259 - val_loss: 1.4122 - val_coeff_determination: 0.6842
Epoch 202/500
763/763 [==============================] - 0s 64us/step - loss: 0.3215 - coeff_determination: 0.9260 - val_loss: 1.4140 - val_coeff_determination: 0.6839
Epoch 203/500
763/763 [==============================] - 0s 66us/step - loss: 0.3212 - coeff_determination: 0.9261 - val_loss: 1.4144 - val_coeff_determination: 0.6837
Epoch 204/500
763/763 [==============================] - 0s 67us/step - loss: 0.3208 - coeff_determination: 0.9262 - val_loss: 1.4148 - val_coeff_determination: 0.6837
Epoch 205/500
763/763 [==============================] - 0s 68us/step - loss: 0.3204 - coeff_determination: 0.9263 - val_loss: 1.4164 - val_coeff_determination: 0.6833
Epoch 206/500
763/763 [==============================] - 0s 64us/step - loss: 0.3200 - coeff_determination: 0.9264 - val_loss: 1.4171 - val_coeff_determination: 0.6832
Epoch 207/500
763/763 [==============================] - 0s 68us/step - loss: 0.3197 - coeff_determination: 0.9265 - val_loss: 1.4178 - val_coeff_determination: 0.6830
Epoch 208/500
763/763 [==============================] - 0s 63us/step - loss: 0.3193 - coeff_determination: 0.9265 - val_loss: 1.4188 - val_coeff_determination: 0.6828
Epoch 209/500
763/763 [==============================] - 0s 67us/step - loss: 0.3190 - coeff_determination: 0.9266 - val_loss: 1.4191 - val_coeff_determination: 0.6827
Epoch 210/500
763/763 [==============================] - 0s 67us/step - loss: 0.3186 - coeff_determination: 0.9267 - val_loss: 1.4204 - val_coeff_determination: 0.6824
Epoch 211/500
763/763 [==============================] - 0s 64us/step - loss: 0.3183 - coeff_determination: 0.9268 - val_loss: 1.4227 - val_coeff_determination: 0.6819
Epoch 212/500
763/763 [==============================] - 0s 62us/step - loss: 0.3180 - coeff_determination: 0.9268 - val_loss: 1.4222 - val_coeff_determination: 0.6820
Epoch 213/500
763/763 [==============================] - 0s 71us/step - loss: 0.3177 - coeff_determination: 0.9269 - val_loss: 1.4220 - val_coeff_determination: 0.6821
Epoch 214/500
763/763 [==============================] - 0s 68us/step - loss: 0.3173 - coeff_determination: 0.9270 - val_loss: 1.4235 - val_coeff_determination: 0.6817
Epoch 215/500
763/763 [==============================] - 0s 67us/step - loss: 0.3170 - coeff_determination: 0.9271 - val_loss: 1.4249 - val_coeff_determination: 0.6814
Epoch 216/500
763/763 [==============================] - 0s 68us/step - loss: 0.3167 - coeff_determination: 0.9271 - val_loss: 1.4258 - val_coeff_determination: 0.6812
Epoch 217/500
763/763 [==============================] - 0s 63us/step - loss: 0.3164 - coeff_determination: 0.9272 - val_loss: 1.4278 - val_coeff_determination: 0.6808
Epoch 218/500
763/763 [==============================] - 0s 62us/step - loss: 0.3161 - coeff_determination: 0.9273 - val_loss: 1.4289 - val_coeff_determination: 0.6805
Epoch 219/500
763/763 [==============================] - 0s 54us/step - loss: 0.3158 - coeff_determination: 0.9273 - val_loss: 1.4290 - val_coeff_determination: 0.6805
Epoch 220/500
763/763 [==============================] - 0s 62us/step - loss: 0.3155 - coeff_determination: 0.9274 - val_loss: 1.4306 - val_coeff_determination: 0.6801
Epoch 221/500
763/763 [==============================] - 0s 62us/step - loss: 0.3152 - coeff_determination: 0.9275 - val_loss: 1.4317 - val_coeff_determination: 0.6799
Epoch 222/500
763/763 [==============================] - 0s 66us/step - loss: 0.3150 - coeff_determination: 0.9275 - val_loss: 1.4325 - val_coeff_determination: 0.6797
Epoch 223/500
763/763 [==============================] - 0s 63us/step - loss: 0.3147 - coeff_determination: 0.9276 - val_loss: 1.4328 - val_coeff_determination: 0.6797
Epoch 224/500
763/763 [==============================] - 0s 62us/step - loss: 0.3144 - coeff_determination: 0.9277 - val_loss: 1.4340 - val_coeff_determination: 0.6794
Epoch 225/500
763/763 [==============================] - 0s 62us/step - loss: 0.3141 - coeff_determination: 0.9277 - val_loss: 1.4352 - val_coeff_determination: 0.6791
Epoch 226/500
763/763 [==============================] - 0s 63us/step - loss: 0.3139 - coeff_determination: 0.9278 - val_loss: 1.4353 - val_coeff_determination: 0.6791
Epoch 227/500
763/763 [==============================] - 0s 71us/step - loss: 0.3136 - coeff_determination: 0.9279 - val_loss: 1.4353 - val_coeff_determination: 0.6791
Epoch 228/500
763/763 [==============================] - 0s 64us/step - loss: 0.3133 - coeff_determination: 0.9279 - val_loss: 1.4359 - val_coeff_determination: 0.6790
Epoch 229/500
763/763 [==============================] - 0s 64us/step - loss: 0.3131 - coeff_determination: 0.9280 - val_loss: 1.4353 - val_coeff_determination: 0.6791
Epoch 230/500
763/763 [==============================] - 0s 59us/step - loss: 0.3128 - coeff_determination: 0.9280 - val_loss: 1.4363 - val_coeff_determination: 0.6789
Epoch 231/500
763/763 [==============================] - 0s 66us/step - loss: 0.3125 - coeff_determination: 0.9281 - val_loss: 1.4376 - val_coeff_determination: 0.6786
Epoch 232/500
763/763 [==============================] - 0s 62us/step - loss: 0.3123 - coeff_determination: 0.9282 - val_loss: 1.4392 - val_coeff_determination: 0.6782
Epoch 233/500
763/763 [==============================] - 0s 61us/step - loss: 0.3121 - coeff_determination: 0.9282 - val_loss: 1.4400 - val_coeff_determination: 0.6780
Epoch 234/500
763/763 [==============================] - 0s 50us/step - loss: 0.3118 - coeff_determination: 0.9283 - val_loss: 1.4409 - val_coeff_determination: 0.6778
Epoch 235/500
763/763 [==============================] - 0s 83us/step - loss: 0.3116 - coeff_determination: 0.9283 - val_loss: 1.4423 - val_coeff_determination: 0.6775
Epoch 236/500
763/763 [==============================] - 0s 76us/step - loss: 0.3113 - coeff_determination: 0.9284 - val_loss: 1.4433 - val_coeff_determination: 0.6773
Epoch 237/500
763/763 [==============================] - 0s 55us/step - loss: 0.3111 - coeff_determination: 0.9284 - val_loss: 1.4432 - val_coeff_determination: 0.6773
Epoch 238/500
763/763 [==============================] - 0s 72us/step - loss: 0.3109 - coeff_determination: 0.9285 - val_loss: 1.4448 - val_coeff_determination: 0.6770
Epoch 239/500
763/763 [==============================] - 0s 77us/step - loss: 0.3106 - coeff_determination: 0.9285 - val_loss: 1.4455 - val_coeff_determination: 0.6768
Epoch 240/500
763/763 [==============================] - 0s 62us/step - loss: 0.3104 - coeff_determination: 0.9286 - val_loss: 1.4465 - val_coeff_determination: 0.6766
Epoch 241/500
763/763 [==============================] - 0s 68us/step - loss: 0.3102 - coeff_determination: 0.9286 - val_loss: 1.4478 - val_coeff_determination: 0.6763
Epoch 242/500
763/763 [==============================] - 0s 62us/step - loss: 0.3100 - coeff_determination: 0.9287 - val_loss: 1.4493 - val_coeff_determination: 0.6760
Epoch 243/500
763/763 [==============================] - 0s 62us/step - loss: 0.3098 - coeff_determination: 0.9287 - val_loss: 1.4496 - val_coeff_determination: 0.6759
Epoch 244/500
763/763 [==============================] - 0s 68us/step - loss: 0.3096 - coeff_determination: 0.9288 - val_loss: 1.4506 - val_coeff_determination: 0.6757
Epoch 245/500
763/763 [==============================] - 0s 62us/step - loss: 0.3093 - coeff_determination: 0.9288 - val_loss: 1.4507 - val_coeff_determination: 0.6756
Epoch 246/500
763/763 [==============================] - 0s 64us/step - loss: 0.3091 - coeff_determination: 0.9289 - val_loss: 1.4506 - val_coeff_determination: 0.6757
Epoch 247/500
763/763 [==============================] - 0s 68us/step - loss: 0.3089 - coeff_determination: 0.9289 - val_loss: 1.4526 - val_coeff_determination: 0.6752
Epoch 248/500
763/763 [==============================] - 0s 59us/step - loss: 0.3087 - coeff_determination: 0.9290 - val_loss: 1.4551 - val_coeff_determination: 0.6747
Epoch 249/500
763/763 [==============================] - 0s 55us/step - loss: 0.3085 - coeff_determination: 0.9290 - val_loss: 1.4548 - val_coeff_determination: 0.6747
Epoch 250/500
763/763 [==============================] - 0s 72us/step - loss: 0.3083 - coeff_determination: 0.9291 - val_loss: 1.4545 - val_coeff_determination: 0.6748
Epoch 251/500
763/763 [==============================] - 0s 66us/step - loss: 0.3082 - coeff_determination: 0.9291 - val_loss: 1.4569 - val_coeff_determination: 0.6743
Epoch 252/500
763/763 [==============================] - 0s 63us/step - loss: 0.3080 - coeff_determination: 0.9292 - val_loss: 1.4573 - val_coeff_determination: 0.6742
Epoch 253/500
763/763 [==============================] - 0s 60us/step - loss: 0.3078 - coeff_determination: 0.9292 - val_loss: 1.4572 - val_coeff_determination: 0.6742
Epoch 254/500
763/763 [==============================] - 0s 64us/step - loss: 0.3076 - coeff_determination: 0.9292 - val_loss: 1.4587 - val_coeff_determination: 0.6738
Epoch 255/500
763/763 [==============================] - 0s 62us/step - loss: 0.3074 - coeff_determination: 0.9293 - val_loss: 1.4611 - val_coeff_determination: 0.6733
Epoch 256/500
763/763 [==============================] - 0s 77us/step - loss: 0.3073 - coeff_determination: 0.9293 - val_loss: 1.4611 - val_coeff_determination: 0.6733
Epoch 257/500
763/763 [==============================] - 0s 67us/step - loss: 0.3071 - coeff_determination: 0.9294 - val_loss: 1.4625 - val_coeff_determination: 0.6730
Epoch 258/500
763/763 [==============================] - 0s 63us/step - loss: 0.3069 - coeff_determination: 0.9294 - val_loss: 1.4641 - val_coeff_determination: 0.6727
Epoch 259/500
763/763 [==============================] - 0s 67us/step - loss: 0.3067 - coeff_determination: 0.9294 - val_loss: 1.4644 - val_coeff_determination: 0.6726
Epoch 260/500
763/763 [==============================] - 0s 60us/step - loss: 0.3066 - coeff_determination: 0.9295 - val_loss: 1.4651 - val_coeff_determination: 0.6724
Epoch 261/500
763/763 [==============================] - 0s 69us/step - loss: 0.3064 - coeff_determination: 0.9295 - val_loss: 1.4653 - val_coeff_determination: 0.6724
Epoch 262/500
763/763 [==============================] - 0s 64us/step - loss: 0.3062 - coeff_determination: 0.9296 - val_loss: 1.4655 - val_coeff_determination: 0.6723
Epoch 263/500
763/763 [==============================] - 0s 71us/step - loss: 0.3061 - coeff_determination: 0.9296 - val_loss: 1.4677 - val_coeff_determination: 0.6718
Epoch 264/500
763/763 [==============================] - 0s 63us/step - loss: 0.3059 - coeff_determination: 0.9296 - val_loss: 1.4690 - val_coeff_determination: 0.6716
Epoch 265/500
763/763 [==============================] - 0s 67us/step - loss: 0.3057 - coeff_determination: 0.9297 - val_loss: 1.4697 - val_coeff_determination: 0.6714
Epoch 266/500
763/763 [==============================] - 0s 63us/step - loss: 0.3056 - coeff_determination: 0.9297 - val_loss: 1.4706 - val_coeff_determination: 0.6712
Epoch 267/500
763/763 [==============================] - 0s 68us/step - loss: 0.3055 - coeff_determination: 0.9297 - val_loss: 1.4712 - val_coeff_determination: 0.6711
Epoch 268/500
763/763 [==============================] - 0s 66us/step - loss: 0.3053 - coeff_determination: 0.9298 - val_loss: 1.4730 - val_coeff_determination: 0.6707
Epoch 269/500
763/763 [==============================] - 0s 63us/step - loss: 0.3051 - coeff_determination: 0.9298 - val_loss: 1.4743 - val_coeff_determination: 0.6704
Epoch 270/500
763/763 [==============================] - 0s 71us/step - loss: 0.3050 - coeff_determination: 0.9298 - val_loss: 1.4726 - val_coeff_determination: 0.6707
Epoch 271/500
763/763 [==============================] - 0s 69us/step - loss: 0.3048 - coeff_determination: 0.9299 - val_loss: 1.4737 - val_coeff_determination: 0.6705
Epoch 272/500
763/763 [==============================] - 0s 68us/step - loss: 0.3046 - coeff_determination: 0.9299 - val_loss: 1.4767 - val_coeff_determination: 0.6698
Epoch 273/500
763/763 [==============================] - 0s 64us/step - loss: 0.3045 - coeff_determination: 0.9300 - val_loss: 1.4762 - val_coeff_determination: 0.6699
Epoch 274/500
763/763 [==============================] - 0s 71us/step - loss: 0.3044 - coeff_determination: 0.9300 - val_loss: 1.4769 - val_coeff_determination: 0.6698
Epoch 275/500
763/763 [==============================] - 0s 63us/step - loss: 0.3042 - coeff_determination: 0.9300 - val_loss: 1.4775 - val_coeff_determination: 0.6696
Epoch 276/500
763/763 [==============================] - 0s 66us/step - loss: 0.3041 - coeff_determination: 0.9301 - val_loss: 1.4776 - val_coeff_determination: 0.6696
Epoch 277/500
763/763 [==============================] - 0s 60us/step - loss: 0.3039 - coeff_determination: 0.9301 - val_loss: 1.4813 - val_coeff_determination: 0.6688
Epoch 278/500
763/763 [==============================] - 0s 47us/step - loss: 0.3037 - coeff_determination: 0.9301 - val_loss: 1.4824 - val_coeff_determination: 0.6686
Epoch 279/500
763/763 [==============================] - 0s 80us/step - loss: 0.3036 - coeff_determination: 0.9302 - val_loss: 1.4810 - val_coeff_determination: 0.6689
Epoch 280/500
763/763 [==============================] - 0s 61us/step - loss: 0.3035 - coeff_determination: 0.9302 - val_loss: 1.4819 - val_coeff_determination: 0.6687
Epoch 281/500
763/763 [==============================] - 0s 70us/step - loss: 0.3033 - coeff_determination: 0.9302 - val_loss: 1.4822 - val_coeff_determination: 0.6686
Epoch 282/500
763/763 [==============================] - 0s 63us/step - loss: 0.3032 - coeff_determination: 0.9303 - val_loss: 1.4843 - val_coeff_determination: 0.6681
Epoch 283/500
763/763 [==============================] - 0s 58us/step - loss: 0.3031 - coeff_determination: 0.9303 - val_loss: 1.4875 - val_coeff_determination: 0.6674
Epoch 284/500
763/763 [==============================] - 0s 51us/step - loss: 0.3029 - coeff_determination: 0.9303 - val_loss: 1.4855 - val_coeff_determination: 0.6679
Epoch 285/500
763/763 [==============================] - 0s 74us/step - loss: 0.3027 - coeff_determination: 0.9304 - val_loss: 1.4843 - val_coeff_determination: 0.6681
Epoch 286/500
763/763 [==============================] - 0s 63us/step - loss: 0.3026 - coeff_determination: 0.9304 - val_loss: 1.4867 - val_coeff_determination: 0.6676
Epoch 287/500
763/763 [==============================] - 0s 67us/step - loss: 0.3025 - coeff_determination: 0.9304 - val_loss: 1.4881 - val_coeff_determination: 0.6673
Epoch 288/500
763/763 [==============================] - 0s 72us/step - loss: 0.3023 - coeff_determination: 0.9305 - val_loss: 1.4886 - val_coeff_determination: 0.6672
Epoch 289/500
763/763 [==============================] - 0s 63us/step - loss: 0.3022 - coeff_determination: 0.9305 - val_loss: 1.4892 - val_coeff_determination: 0.6670
Epoch 290/500
763/763 [==============================] - 0s 66us/step - loss: 0.3021 - coeff_determination: 0.9305 - val_loss: 1.4893 - val_coeff_determination: 0.6670
Epoch 291/500
763/763 [==============================] - 0s 73us/step - loss: 0.3019 - coeff_determination: 0.9305 - val_loss: 1.4904 - val_coeff_determination: 0.6668
Epoch 292/500
763/763 [==============================] - 0s 58us/step - loss: 0.3018 - coeff_determination: 0.9306 - val_loss: 1.4908 - val_coeff_determination: 0.6667
Epoch 293/500
763/763 [==============================] - 0s 71us/step - loss: 0.3017 - coeff_determination: 0.9306 - val_loss: 1.4921 - val_coeff_determination: 0.6664
Epoch 294/500
763/763 [==============================] - 0s 66us/step - loss: 0.3016 - coeff_determination: 0.9306 - val_loss: 1.4933 - val_coeff_determination: 0.6661
Epoch 295/500
763/763 [==============================] - 0s 69us/step - loss: 0.3014 - coeff_determination: 0.9307 - val_loss: 1.4942 - val_coeff_determination: 0.6659
Epoch 296/500
763/763 [==============================] - 0s 71us/step - loss: 0.3013 - coeff_determination: 0.9307 - val_loss: 1.4942 - val_coeff_determination: 0.6659
Epoch 297/500
763/763 [==============================] - 0s 54us/step - loss: 0.3012 - coeff_determination: 0.9307 - val_loss: 1.4946 - val_coeff_determination: 0.6658
Epoch 298/500
763/763 [==============================] - 0s 75us/step - loss: 0.3011 - coeff_determination: 0.9307 - val_loss: 1.4951 - val_coeff_determination: 0.6657
Epoch 299/500
763/763 [==============================] - 0s 77us/step - loss: 0.3009 - coeff_determination: 0.9308 - val_loss: 1.4948 - val_coeff_determination: 0.6658
Epoch 300/500
763/763 [==============================] - 0s 66us/step - loss: 0.3008 - coeff_determination: 0.9308 - val_loss: 1.4965 - val_coeff_determination: 0.6654
Epoch 301/500
763/763 [==============================] - 0s 62us/step - loss: 0.3007 - coeff_determination: 0.9308 - val_loss: 1.4976 - val_coeff_determination: 0.6652
Epoch 302/500
763/763 [==============================] - 0s 64us/step - loss: 0.3006 - coeff_determination: 0.9309 - val_loss: 1.4982 - val_coeff_determination: 0.6650
Epoch 303/500
763/763 [==============================] - 0s 66us/step - loss: 0.3005 - coeff_determination: 0.9309 - val_loss: 1.4994 - val_coeff_determination: 0.6648
Epoch 304/500
763/763 [==============================] - 0s 64us/step - loss: 0.3004 - coeff_determination: 0.9309 - val_loss: 1.5003 - val_coeff_determination: 0.6646
Epoch 305/500
763/763 [==============================] - 0s 66us/step - loss: 0.3003 - coeff_determination: 0.9309 - val_loss: 1.5003 - val_coeff_determination: 0.6646
Epoch 306/500
763/763 [==============================] - 0s 64us/step - loss: 0.3001 - coeff_determination: 0.9310 - val_loss: 1.5017 - val_coeff_determination: 0.6642
Epoch 307/500
763/763 [==============================] - 0s 62us/step - loss: 0.3000 - coeff_determination: 0.9310 - val_loss: 1.5004 - val_coeff_determination: 0.6645
Epoch 308/500
763/763 [==============================] - 0s 67us/step - loss: 0.2999 - coeff_determination: 0.9310 - val_loss: 1.5013 - val_coeff_determination: 0.6643
Epoch 309/500
763/763 [==============================] - 0s 59us/step - loss: 0.2998 - coeff_determination: 0.9310 - val_loss: 1.5023 - val_coeff_determination: 0.6641
Epoch 310/500
763/763 [==============================] - 0s 68us/step - loss: 0.2997 - coeff_determination: 0.9311 - val_loss: 1.5034 - val_coeff_determination: 0.6639
Epoch 311/500
763/763 [==============================] - 0s 59us/step - loss: 0.2996 - coeff_determination: 0.9311 - val_loss: 1.5048 - val_coeff_determination: 0.6635
Epoch 312/500
763/763 [==============================] - 0s 56us/step - loss: 0.2995 - coeff_determination: 0.9311 - val_loss: 1.5039 - val_coeff_determination: 0.6638
Epoch 313/500
763/763 [==============================] - 0s 64us/step - loss: 0.2994 - coeff_determination: 0.9311 - val_loss: 1.5049 - val_coeff_determination: 0.6635
Epoch 314/500
763/763 [==============================] - 0s 67us/step - loss: 0.2993 - coeff_determination: 0.9312 - val_loss: 1.5061 - val_coeff_determination: 0.6633
Epoch 315/500
763/763 [==============================] - 0s 63us/step - loss: 0.2992 - coeff_determination: 0.9312 - val_loss: 1.5081 - val_coeff_determination: 0.6628
Epoch 316/500
763/763 [==============================] - 0s 64us/step - loss: 0.2991 - coeff_determination: 0.9312 - val_loss: 1.5092 - val_coeff_determination: 0.6626
Epoch 317/500
763/763 [==============================] - 0s 64us/step - loss: 0.2990 - coeff_determination: 0.9312 - val_loss: 1.5079 - val_coeff_determination: 0.6629
Epoch 318/500
763/763 [==============================] - 0s 67us/step - loss: 0.2989 - coeff_determination: 0.9313 - val_loss: 1.5076 - val_coeff_determination: 0.6629
Epoch 319/500
763/763 [==============================] - 0s 64us/step - loss: 0.2988 - coeff_determination: 0.9313 - val_loss: 1.5080 - val_coeff_determination: 0.6628
Epoch 320/500
763/763 [==============================] - 0s 55us/step - loss: 0.2987 - coeff_determination: 0.9313 - val_loss: 1.5100 - val_coeff_determination: 0.6624
Epoch 321/500
763/763 [==============================] - 0s 71us/step - loss: 0.2986 - coeff_determination: 0.9313 - val_loss: 1.5118 - val_coeff_determination: 0.6620
Epoch 322/500
763/763 [==============================] - 0s 67us/step - loss: 0.2985 - coeff_determination: 0.9313 - val_loss: 1.5117 - val_coeff_determination: 0.6620
Epoch 323/500
763/763 [==============================] - 0s 56us/step - loss: 0.2984 - coeff_determination: 0.9314 - val_loss: 1.5138 - val_coeff_determination: 0.6615
Epoch 324/500
763/763 [==============================] - 0s 79us/step - loss: 0.2983 - coeff_determination: 0.9314 - val_loss: 1.5124 - val_coeff_determination: 0.6618
Epoch 325/500
763/763 [==============================] - 0s 67us/step - loss: 0.2982 - coeff_determination: 0.9314 - val_loss: 1.5135 - val_coeff_determination: 0.6616
Epoch 326/500
763/763 [==============================] - 0s 56us/step - loss: 0.2981 - coeff_determination: 0.9314 - val_loss: 1.5131 - val_coeff_determination: 0.6617
Epoch 327/500
763/763 [==============================] - 0s 67us/step - loss: 0.2980 - coeff_determination: 0.9315 - val_loss: 1.5149 - val_coeff_determination: 0.6613
Epoch 328/500
763/763 [==============================] - 0s 60us/step - loss: 0.2979 - coeff_determination: 0.9315 - val_loss: 1.5160 - val_coeff_determination: 0.6610
Epoch 329/500
763/763 [==============================] - 0s 67us/step - loss: 0.2978 - coeff_determination: 0.9315 - val_loss: 1.5149 - val_coeff_determination: 0.6613
Epoch 330/500
763/763 [==============================] - 0s 73us/step - loss: 0.2978 - coeff_determination: 0.9315 - val_loss: 1.5172 - val_coeff_determination: 0.6608
Epoch 331/500
763/763 [==============================] - 0s 55us/step - loss: 0.2977 - coeff_determination: 0.9315 - val_loss: 1.5153 - val_coeff_determination: 0.6612
Epoch 332/500
763/763 [==============================] - 0s 64us/step - loss: 0.2976 - coeff_determination: 0.9316 - val_loss: 1.5175 - val_coeff_determination: 0.6607
Epoch 333/500
763/763 [==============================] - 0s 66us/step - loss: 0.2974 - coeff_determination: 0.9316 - val_loss: 1.5188 - val_coeff_determination: 0.6604
Epoch 334/500
763/763 [==============================] - 0s 64us/step - loss: 0.2973 - coeff_determination: 0.9316 - val_loss: 1.5177 - val_coeff_determination: 0.6607
Epoch 335/500
763/763 [==============================] - 0s 63us/step - loss: 0.2973 - coeff_determination: 0.9316 - val_loss: 1.5200 - val_coeff_determination: 0.6601
Epoch 336/500
763/763 [==============================] - 0s 79us/step - loss: 0.2972 - coeff_determination: 0.9316 - val_loss: 1.5176 - val_coeff_determination: 0.6607
Epoch 337/500
763/763 [==============================] - 0s 69us/step - loss: 0.2971 - coeff_determination: 0.9317 - val_loss: 1.5202 - val_coeff_determination: 0.6601
Epoch 338/500
763/763 [==============================] - 0s 60us/step - loss: 0.2970 - coeff_determination: 0.9317 - val_loss: 1.5211 - val_coeff_determination: 0.6599
Epoch 339/500
763/763 [==============================] - 0s 64us/step - loss: 0.2969 - coeff_determination: 0.9317 - val_loss: 1.5222 - val_coeff_determination: 0.6597
Epoch 340/500
763/763 [==============================] - 0s 63us/step - loss: 0.2968 - coeff_determination: 0.9317 - val_loss: 1.5239 - val_coeff_determination: 0.6593
Epoch 341/500
763/763 [==============================] - 0s 66us/step - loss: 0.2968 - coeff_determination: 0.9317 - val_loss: 1.5209 - val_coeff_determination: 0.6599
Epoch 342/500
763/763 [==============================] - 0s 67us/step - loss: 0.2967 - coeff_determination: 0.9317 - val_loss: 1.5232 - val_coeff_determination: 0.6594
Epoch 343/500
763/763 [==============================] - 0s 66us/step - loss: 0.2966 - coeff_determination: 0.9318 - val_loss: 1.5214 - val_coeff_determination: 0.6598
Epoch 344/500
763/763 [==============================] - 0s 64us/step - loss: 0.2965 - coeff_determination: 0.9318 - val_loss: 1.5226 - val_coeff_determination: 0.6596
Epoch 345/500
763/763 [==============================] - 0s 67us/step - loss: 0.2964 - coeff_determination: 0.9318 - val_loss: 1.5254 - val_coeff_determination: 0.6589
Epoch 346/500
763/763 [==============================] - 0s 69us/step - loss: 0.2963 - coeff_determination: 0.9318 - val_loss: 1.5267 - val_coeff_determination: 0.6586
Epoch 347/500
763/763 [==============================] - 0s 60us/step - loss: 0.2962 - coeff_determination: 0.9319 - val_loss: 1.5282 - val_coeff_determination: 0.6583
Epoch 348/500
763/763 [==============================] - 0s 68us/step - loss: 0.2962 - coeff_determination: 0.9319 - val_loss: 1.5245 - val_coeff_determination: 0.6591
Epoch 349/500
763/763 [==============================] - 0s 64us/step - loss: 0.2961 - coeff_determination: 0.9319 - val_loss: 1.5261 - val_coeff_determination: 0.6588
Epoch 350/500
763/763 [==============================] - 0s 67us/step - loss: 0.2960 - coeff_determination: 0.9319 - val_loss: 1.5256 - val_coeff_determination: 0.6589
Epoch 351/500
763/763 [==============================] - 0s 63us/step - loss: 0.2959 - coeff_determination: 0.9319 - val_loss: 1.5284 - val_coeff_determination: 0.6583
Epoch 352/500
763/763 [==============================] - 0s 69us/step - loss: 0.2958 - coeff_determination: 0.9320 - val_loss: 1.5296 - val_coeff_determination: 0.6580
Epoch 353/500
763/763 [==============================] - 0s 64us/step - loss: 0.2957 - coeff_determination: 0.9320 - val_loss: 1.5286 - val_coeff_determination: 0.6582
Epoch 354/500
763/763 [==============================] - 0s 56us/step - loss: 0.2956 - coeff_determination: 0.9320 - val_loss: 1.5297 - val_coeff_determination: 0.6580
Epoch 355/500
763/763 [==============================] - 0s 74us/step - loss: 0.2955 - coeff_determination: 0.9320 - val_loss: 1.5304 - val_coeff_determination: 0.6578
Epoch 356/500
763/763 [==============================] - 0s 72us/step - loss: 0.2955 - coeff_determination: 0.9320 - val_loss: 1.5317 - val_coeff_determination: 0.6575
Epoch 357/500
763/763 [==============================] - 0s 68us/step - loss: 0.2954 - coeff_determination: 0.9320 - val_loss: 1.5289 - val_coeff_determination: 0.6582
Epoch 358/500
763/763 [==============================] - 0s 60us/step - loss: 0.2954 - coeff_determination: 0.9321 - val_loss: 1.5320 - val_coeff_determination: 0.6575
Epoch 359/500
763/763 [==============================] - 0s 72us/step - loss: 0.2953 - coeff_determination: 0.9321 - val_loss: 1.5316 - val_coeff_determination: 0.6576
Epoch 360/500
763/763 [==============================] - 0s 64us/step - loss: 0.2952 - coeff_determination: 0.9321 - val_loss: 1.5342 - val_coeff_determination: 0.6570
Epoch 361/500
763/763 [==============================] - 0s 66us/step - loss: 0.2951 - coeff_determination: 0.9321 - val_loss: 1.5324 - val_coeff_determination: 0.6574
Epoch 362/500
763/763 [==============================] - 0s 67us/step - loss: 0.2950 - coeff_determination: 0.9321 - val_loss: 1.5331 - val_coeff_determination: 0.6572
Epoch 363/500
763/763 [==============================] - 0s 60us/step - loss: 0.2949 - coeff_determination: 0.9322 - val_loss: 1.5337 - val_coeff_determination: 0.6571
Epoch 364/500
763/763 [==============================] - 0s 67us/step - loss: 0.2948 - coeff_determination: 0.9322 - val_loss: 1.5354 - val_coeff_determination: 0.6567
Epoch 365/500
763/763 [==============================] - 0s 61us/step - loss: 0.2947 - coeff_determination: 0.9322 - val_loss: 1.5362 - val_coeff_determination: 0.6565
Epoch 366/500
763/763 [==============================] - 0s 59us/step - loss: 0.2947 - coeff_determination: 0.9322 - val_loss: 1.5376 - val_coeff_determination: 0.6562
Epoch 367/500
763/763 [==============================] - 0s 67us/step - loss: 0.2946 - coeff_determination: 0.9322 - val_loss: 1.5360 - val_coeff_determination: 0.6566
Epoch 368/500
763/763 [==============================] - 0s 62us/step - loss: 0.2946 - coeff_determination: 0.9322 - val_loss: 1.5393 - val_coeff_determination: 0.6558
Epoch 369/500
763/763 [==============================] - 0s 63us/step - loss: 0.2945 - coeff_determination: 0.9323 - val_loss: 1.5365 - val_coeff_determination: 0.6565
Epoch 370/500
763/763 [==============================] - 0s 58us/step - loss: 0.2944 - coeff_determination: 0.9323 - val_loss: 1.5396 - val_coeff_determination: 0.6558
Epoch 371/500
763/763 [==============================] - 0s 63us/step - loss: 0.2943 - coeff_determination: 0.9323 - val_loss: 1.5378 - val_coeff_determination: 0.6562
Epoch 372/500
763/763 [==============================] - 0s 72us/step - loss: 0.2942 - coeff_determination: 0.9323 - val_loss: 1.5401 - val_coeff_determination: 0.6557
Epoch 373/500
763/763 [==============================] - 0s 62us/step - loss: 0.2941 - coeff_determination: 0.9323 - val_loss: 1.5388 - val_coeff_determination: 0.6560
Epoch 374/500
763/763 [==============================] - 0s 58us/step - loss: 0.2940 - coeff_determination: 0.9324 - val_loss: 1.5388 - val_coeff_determination: 0.6559
Epoch 375/500
763/763 [==============================] - 0s 63us/step - loss: 0.2939 - coeff_determination: 0.9324 - val_loss: 1.5417 - val_coeff_determination: 0.6553
Epoch 376/500
763/763 [==============================] - 0s 60us/step - loss: 0.2939 - coeff_determination: 0.9324 - val_loss: 1.5399 - val_coeff_determination: 0.6557
Epoch 377/500
763/763 [==============================] - 0s 67us/step - loss: 0.2939 - coeff_determination: 0.9324 - val_loss: 1.5451 - val_coeff_determination: 0.6545
Epoch 378/500
763/763 [==============================] - 0s 56us/step - loss: 0.2939 - coeff_determination: 0.9324 - val_loss: 1.5385 - val_coeff_determination: 0.6560
Epoch 379/500
763/763 [==============================] - 0s 82us/step - loss: 0.2938 - coeff_determination: 0.9324 - val_loss: 1.5446 - val_coeff_determination: 0.6546
Epoch 380/500
763/763 [==============================] - 0s 46us/step - loss: 0.2937 - coeff_determination: 0.9324 - val_loss: 1.5420 - val_coeff_determination: 0.6552
Epoch 381/500
763/763 [==============================] - 0s 76us/step - loss: 0.2935 - coeff_determination: 0.9325 - val_loss: 1.5463 - val_coeff_determination: 0.6543
Epoch 382/500
763/763 [==============================] - 0s 68us/step - loss: 0.2934 - coeff_determination: 0.9325 - val_loss: 1.5439 - val_coeff_determination: 0.6548
Epoch 383/500
763/763 [==============================] - 0s 69us/step - loss: 0.2933 - coeff_determination: 0.9325 - val_loss: 1.5460 - val_coeff_determination: 0.6543
Epoch 384/500
763/763 [==============================] - 0s 66us/step - loss: 0.2931 - coeff_determination: 0.9326 - val_loss: 1.5470 - val_coeff_determination: 0.6541
Epoch 385/500
763/763 [==============================] - 0s 62us/step - loss: 0.2931 - coeff_determination: 0.9326 - val_loss: 1.5461 - val_coeff_determination: 0.6543
Epoch 386/500
763/763 [==============================] - 0s 66us/step - loss: 0.2930 - coeff_determination: 0.9326 - val_loss: 1.5473 - val_coeff_determination: 0.6540
Epoch 387/500
763/763 [==============================] - 0s 63us/step - loss: 0.2929 - coeff_determination: 0.9326 - val_loss: 1.5485 - val_coeff_determination: 0.6538
Epoch 388/500
763/763 [==============================] - 0s 69us/step - loss: 0.2928 - coeff_determination: 0.9326 - val_loss: 1.5483 - val_coeff_determination: 0.6538
Epoch 389/500
763/763 [==============================] - 0s 63us/step - loss: 0.2928 - coeff_determination: 0.9327 - val_loss: 1.5480 - val_coeff_determination: 0.6539
Epoch 390/500
763/763 [==============================] - 0s 71us/step - loss: 0.2927 - coeff_determination: 0.9327 - val_loss: 1.5487 - val_coeff_determination: 0.6537
Epoch 391/500
763/763 [==============================] - 0s 60us/step - loss: 0.2926 - coeff_determination: 0.9327 - val_loss: 1.5515 - val_coeff_determination: 0.6531
Epoch 392/500
763/763 [==============================] - 0s 72us/step - loss: 0.2925 - coeff_determination: 0.9327 - val_loss: 1.5517 - val_coeff_determination: 0.6531
Epoch 393/500
763/763 [==============================] - 0s 68us/step - loss: 0.2925 - coeff_determination: 0.9327 - val_loss: 1.5510 - val_coeff_determination: 0.6532
Epoch 394/500
763/763 [==============================] - 0s 60us/step - loss: 0.2924 - coeff_determination: 0.9327 - val_loss: 1.5506 - val_coeff_determination: 0.6533
Epoch 395/500
763/763 [==============================] - 0s 68us/step - loss: 0.2923 - coeff_determination: 0.9328 - val_loss: 1.5527 - val_coeff_determination: 0.6528
Epoch 396/500
763/763 [==============================] - 0s 68us/step - loss: 0.2923 - coeff_determination: 0.9328 - val_loss: 1.5526 - val_coeff_determination: 0.6529
Epoch 397/500
763/763 [==============================] - 0s 69us/step - loss: 0.2922 - coeff_determination: 0.9328 - val_loss: 1.5521 - val_coeff_determination: 0.6530
Epoch 398/500
763/763 [==============================] - 0s 66us/step - loss: 0.2921 - coeff_determination: 0.9328 - val_loss: 1.5529 - val_coeff_determination: 0.6528
Epoch 399/500
763/763 [==============================] - 0s 66us/step - loss: 0.2920 - coeff_determination: 0.9328 - val_loss: 1.5533 - val_coeff_determination: 0.6527
Epoch 400/500
763/763 [==============================] - 0s 59us/step - loss: 0.2920 - coeff_determination: 0.9328 - val_loss: 1.5563 - val_coeff_determination: 0.6520
Epoch 401/500
763/763 [==============================] - 0s 63us/step - loss: 0.2920 - coeff_determination: 0.9328 - val_loss: 1.5533 - val_coeff_determination: 0.6527
Epoch 402/500
763/763 [==============================] - 0s 69us/step - loss: 0.2920 - coeff_determination: 0.9328 - val_loss: 1.5582 - val_coeff_determination: 0.6516
Epoch 403/500
763/763 [==============================] - 0s 63us/step - loss: 0.2921 - coeff_determination: 0.9328 - val_loss: 1.5511 - val_coeff_determination: 0.6532
Epoch 404/500
763/763 [==============================] - 0s 66us/step - loss: 0.2923 - coeff_determination: 0.9328 - val_loss: 1.5606 - val_coeff_determination: 0.6511
Epoch 405/500
763/763 [==============================] - 0s 63us/step - loss: 0.2925 - coeff_determination: 0.9327 - val_loss: 1.5518 - val_coeff_determination: 0.6530
Epoch 406/500
763/763 [==============================] - 0s 63us/step - loss: 0.2927 - coeff_determination: 0.9327 - val_loss: 1.5639 - val_coeff_determination: 0.6503
Epoch 407/500
763/763 [==============================] - 0s 64us/step - loss: 0.2928 - coeff_determination: 0.9327 - val_loss: 1.5517 - val_coeff_determination: 0.6531
Epoch 408/500
763/763 [==============================] - 0s 72us/step - loss: 0.2925 - coeff_determination: 0.9327 - val_loss: 1.5623 - val_coeff_determination: 0.6507
Epoch 409/500
763/763 [==============================] - 0s 66us/step - loss: 0.2922 - coeff_determination: 0.9328 - val_loss: 1.5552 - val_coeff_determination: 0.6523
Epoch 410/500
763/763 [==============================] - 0s 69us/step - loss: 0.2918 - coeff_determination: 0.9329 - val_loss: 1.5620 - val_coeff_determination: 0.6508
Epoch 411/500
763/763 [==============================] - 0s 72us/step - loss: 0.2914 - coeff_determination: 0.9330 - val_loss: 1.5598 - val_coeff_determination: 0.6513
Epoch 412/500
763/763 [==============================] - 0s 71us/step - loss: 0.2912 - coeff_determination: 0.9330 - val_loss: 1.5587 - val_coeff_determination: 0.6515
Epoch 413/500
763/763 [==============================] - 0s 76us/step - loss: 0.2912 - coeff_determination: 0.9330 - val_loss: 1.5640 - val_coeff_determination: 0.6503
Epoch 414/500
763/763 [==============================] - 0s 73us/step - loss: 0.2913 - coeff_determination: 0.9330 - val_loss: 1.5587 - val_coeff_determination: 0.6515
Epoch 415/500
763/763 [==============================] - 0s 69us/step - loss: 0.2916 - coeff_determination: 0.9329 - val_loss: 1.5688 - val_coeff_determination: 0.6492
Epoch 416/500
763/763 [==============================] - 0s 69us/step - loss: 0.2921 - coeff_determination: 0.9328 - val_loss: 1.5550 - val_coeff_determination: 0.6523
Epoch 417/500
763/763 [==============================] - 0s 67us/step - loss: 0.2922 - coeff_determination: 0.9328 - val_loss: 1.5669 - val_coeff_determination: 0.6497
Epoch 418/500
763/763 [==============================] - 0s 71us/step - loss: 0.2920 - coeff_determination: 0.9328 - val_loss: 1.5564 - val_coeff_determination: 0.6520
Epoch 419/500
763/763 [==============================] - 0s 75us/step - loss: 0.2916 - coeff_determination: 0.9329 - val_loss: 1.5654 - val_coeff_determination: 0.6500
Epoch 420/500
763/763 [==============================] - 0s 75us/step - loss: 0.2912 - coeff_determination: 0.9330 - val_loss: 1.5600 - val_coeff_determination: 0.6512
Epoch 421/500
763/763 [==============================] - 0s 72us/step - loss: 0.2908 - coeff_determination: 0.9331 - val_loss: 1.5622 - val_coeff_determination: 0.6507
Epoch 422/500
763/763 [==============================] - 0s 67us/step - loss: 0.2906 - coeff_determination: 0.9332 - val_loss: 1.5660 - val_coeff_determination: 0.6499
Epoch 423/500
763/763 [==============================] - 0s 75us/step - loss: 0.2907 - coeff_determination: 0.9331 - val_loss: 1.5618 - val_coeff_determination: 0.6508
Epoch 424/500
763/763 [==============================] - 0s 66us/step - loss: 0.2909 - coeff_determination: 0.9331 - val_loss: 1.5712 - val_coeff_determination: 0.6487
Epoch 425/500
763/763 [==============================] - 0s 68us/step - loss: 0.2912 - coeff_determination: 0.9330 - val_loss: 1.5604 - val_coeff_determination: 0.6511
Epoch 426/500
763/763 [==============================] - 0s 68us/step - loss: 0.2914 - coeff_determination: 0.9330 - val_loss: 1.5710 - val_coeff_determination: 0.6487
Epoch 427/500
763/763 [==============================] - 0s 62us/step - loss: 0.2915 - coeff_determination: 0.9329 - val_loss: 1.5570 - val_coeff_determination: 0.6519
Epoch 428/500
763/763 [==============================] - 0s 69us/step - loss: 0.2913 - coeff_determination: 0.9330 - val_loss: 1.5671 - val_coeff_determination: 0.6496
Epoch 429/500
763/763 [==============================] - 0s 75us/step - loss: 0.2907 - coeff_determination: 0.9331 - val_loss: 1.5621 - val_coeff_determination: 0.6507
Epoch 430/500
763/763 [==============================] - 0s 72us/step - loss: 0.2903 - coeff_determination: 0.9332 - val_loss: 1.5659 - val_coeff_determination: 0.6499
Epoch 431/500
763/763 [==============================] - 0s 68us/step - loss: 0.2901 - coeff_determination: 0.9333 - val_loss: 1.5683 - val_coeff_determination: 0.6494
Epoch 432/500
763/763 [==============================] - 0s 71us/step - loss: 0.2901 - coeff_determination: 0.9333 - val_loss: 1.5631 - val_coeff_determination: 0.6505
Epoch 433/500
763/763 [==============================] - 0s 65us/step - loss: 0.2904 - coeff_determination: 0.9332 - val_loss: 1.5731 - val_coeff_determination: 0.6483
Epoch 434/500
763/763 [==============================] - 0s 73us/step - loss: 0.2908 - coeff_determination: 0.9331 - val_loss: 1.5616 - val_coeff_determination: 0.6509
Epoch 435/500
763/763 [==============================] - 0s 58us/step - loss: 0.2910 - coeff_determination: 0.9330 - val_loss: 1.5742 - val_coeff_determination: 0.6480
Epoch 436/500
763/763 [==============================] - 0s 80us/step - loss: 0.2911 - coeff_determination: 0.9330 - val_loss: 1.5611 - val_coeff_determination: 0.6510
Epoch 437/500
763/763 [==============================] - 0s 69us/step - loss: 0.2906 - coeff_determination: 0.9331 - val_loss: 1.5706 - val_coeff_determination: 0.6488
Epoch 438/500
763/763 [==============================] - 0s 71us/step - loss: 0.2901 - coeff_determination: 0.9333 - val_loss: 1.5666 - val_coeff_determination: 0.6497
Epoch 439/500
763/763 [==============================] - 0s 55us/step - loss: 0.2897 - coeff_determination: 0.9334 - val_loss: 1.5680 - val_coeff_determination: 0.6494
Epoch 440/500
763/763 [==============================] - 0s 70us/step - loss: 0.2896 - coeff_determination: 0.9334 - val_loss: 1.5724 - val_coeff_determination: 0.6484
Epoch 441/500
763/763 [==============================] - 0s 62us/step - loss: 0.2897 - coeff_determination: 0.9333 - val_loss: 1.5656 - val_coeff_determination: 0.6500
Epoch 442/500
763/763 [==============================] - 0s 67us/step - loss: 0.2901 - coeff_determination: 0.9333 - val_loss: 1.5773 - val_coeff_determination: 0.6473
Epoch 443/500
763/763 [==============================] - 0s 66us/step - loss: 0.2906 - coeff_determination: 0.9332 - val_loss: 1.5623 - val_coeff_determination: 0.6507
Epoch 444/500
763/763 [==============================] - 0s 68us/step - loss: 0.2909 - coeff_determination: 0.9331 - val_loss: 1.5766 - val_coeff_determination: 0.6475
Epoch 445/500
763/763 [==============================] - 0s 62us/step - loss: 0.2908 - coeff_determination: 0.9331 - val_loss: 1.5619 - val_coeff_determination: 0.6508
Epoch 446/500
763/763 [==============================] - 0s 67us/step - loss: 0.2902 - coeff_determination: 0.9332 - val_loss: 1.5716 - val_coeff_determination: 0.6486
Epoch 447/500
763/763 [==============================] - 0s 64us/step - loss: 0.2895 - coeff_determination: 0.9334 - val_loss: 1.5685 - val_coeff_determination: 0.6493
Epoch 448/500
763/763 [==============================] - 0s 68us/step - loss: 0.2891 - coeff_determination: 0.9335 - val_loss: 1.5684 - val_coeff_determination: 0.6493
Epoch 449/500
763/763 [==============================] - 0s 60us/step - loss: 0.2892 - coeff_determination: 0.9335 - val_loss: 1.5761 - val_coeff_determination: 0.6476
Epoch 450/500
763/763 [==============================] - 0s 78us/step - loss: 0.2895 - coeff_determination: 0.9334 - val_loss: 1.5676 - val_coeff_determination: 0.6495
Epoch 451/500
763/763 [==============================] - 0s 64us/step - loss: 0.2898 - coeff_determination: 0.9333 - val_loss: 1.5802 - val_coeff_determination: 0.6467
Epoch 452/500
763/763 [==============================] - 0s 76us/step - loss: 0.2901 - coeff_determination: 0.9333 - val_loss: 1.5654 - val_coeff_determination: 0.6500
Epoch 453/500
763/763 [==============================] - 0s 64us/step - loss: 0.2902 - coeff_determination: 0.9332 - val_loss: 1.5765 - val_coeff_determination: 0.6475
Epoch 454/500
763/763 [==============================] - 0s 63us/step - loss: 0.2899 - coeff_determination: 0.9333 - val_loss: 1.5630 - val_coeff_determination: 0.6505
Epoch 455/500
763/763 [==============================] - 0s 68us/step - loss: 0.2893 - coeff_determination: 0.9334 - val_loss: 1.5694 - val_coeff_determination: 0.6491
Epoch 456/500
763/763 [==============================] - 0s 69us/step - loss: 0.2888 - coeff_determination: 0.9336 - val_loss: 1.5698 - val_coeff_determination: 0.6490
Epoch 457/500
763/763 [==============================] - 0s 69us/step - loss: 0.2887 - coeff_determination: 0.9336 - val_loss: 1.5680 - val_coeff_determination: 0.6494
Epoch 458/500
763/763 [==============================] - 0s 62us/step - loss: 0.2888 - coeff_determination: 0.9336 - val_loss: 1.5766 - val_coeff_determination: 0.6475
Epoch 459/500
763/763 [==============================] - 0s 66us/step - loss: 0.2891 - coeff_determination: 0.9335 - val_loss: 1.5682 - val_coeff_determination: 0.6494
Epoch 460/500
763/763 [==============================] - 0s 71us/step - loss: 0.2893 - coeff_determination: 0.9335 - val_loss: 1.5807 - val_coeff_determination: 0.6466
Epoch 461/500
763/763 [==============================] - 0s 63us/step - loss: 0.2894 - coeff_determination: 0.9334 - val_loss: 1.5692 - val_coeff_determination: 0.6491
Epoch 462/500
763/763 [==============================] - 0s 66us/step - loss: 0.2894 - coeff_determination: 0.9334 - val_loss: 1.5789 - val_coeff_determination: 0.6470
Epoch 463/500
763/763 [==============================] - 0s 75us/step - loss: 0.2891 - coeff_determination: 0.9335 - val_loss: 1.5673 - val_coeff_determination: 0.6496
Epoch 464/500
763/763 [==============================] - 0s 66us/step - loss: 0.2887 - coeff_determination: 0.9336 - val_loss: 1.5713 - val_coeff_determination: 0.6487
Epoch 465/500
763/763 [==============================] - 0s 68us/step - loss: 0.2883 - coeff_determination: 0.9337 - val_loss: 1.5710 - val_coeff_determination: 0.6488
Epoch 466/500
763/763 [==============================] - 0s 64us/step - loss: 0.2882 - coeff_determination: 0.9337 - val_loss: 1.5695 - val_coeff_determination: 0.6491
Epoch 467/500
763/763 [==============================] - 0s 64us/step - loss: 0.2883 - coeff_determination: 0.9337 - val_loss: 1.5765 - val_coeff_determination: 0.6475
Epoch 468/500
763/763 [==============================] - 0s 67us/step - loss: 0.2885 - coeff_determination: 0.9336 - val_loss: 1.5687 - val_coeff_determination: 0.6493
Epoch 469/500
763/763 [==============================] - 0s 68us/step - loss: 0.2887 - coeff_determination: 0.9336 - val_loss: 1.5814 - val_coeff_determination: 0.6464
Epoch 470/500
763/763 [==============================] - 0s 66us/step - loss: 0.2890 - coeff_determination: 0.9335 - val_loss: 1.5701 - val_coeff_determination: 0.6489
Epoch 471/500
763/763 [==============================] - 0s 67us/step - loss: 0.2890 - coeff_determination: 0.9335 - val_loss: 1.5815 - val_coeff_determination: 0.6464
Epoch 472/500
763/763 [==============================] - 0s 64us/step - loss: 0.2888 - coeff_determination: 0.9336 - val_loss: 1.5691 - val_coeff_determination: 0.6492
Epoch 473/500
763/763 [==============================] - 0s 63us/step - loss: 0.2884 - coeff_determination: 0.9337 - val_loss: 1.5754 - val_coeff_determination: 0.6478
Epoch 474/500
763/763 [==============================] - 0s 64us/step - loss: 0.2880 - coeff_determination: 0.9338 - val_loss: 1.5728 - val_coeff_determination: 0.6483
Epoch 475/500
763/763 [==============================] - 0s 66us/step - loss: 0.2877 - coeff_determination: 0.9338 - val_loss: 1.5721 - val_coeff_determination: 0.6485
Epoch 476/500
763/763 [==============================] - 0s 66us/step - loss: 0.2877 - coeff_determination: 0.9338 - val_loss: 1.5775 - val_coeff_determination: 0.6473
Epoch 477/500
763/763 [==============================] - 0s 62us/step - loss: 0.2879 - coeff_determination: 0.9338 - val_loss: 1.5708 - val_coeff_determination: 0.6488
Epoch 478/500
763/763 [==============================] - 0s 66us/step - loss: 0.2881 - coeff_determination: 0.9337 - val_loss: 1.5819 - val_coeff_determination: 0.6463
Epoch 479/500
763/763 [==============================] - 0s 59us/step - loss: 0.2883 - coeff_determination: 0.9337 - val_loss: 1.5704 - val_coeff_determination: 0.6489
Epoch 480/500
763/763 [==============================] - 0s 68us/step - loss: 0.2885 - coeff_determination: 0.9336 - val_loss: 1.5819 - val_coeff_determination: 0.6463
Epoch 481/500
763/763 [==============================] - 0s 75us/step - loss: 0.2885 - coeff_determination: 0.9336 - val_loss: 1.5686 - val_coeff_determination: 0.6493
Epoch 482/500
763/763 [==============================] - 0s 55us/step - loss: 0.2881 - coeff_determination: 0.9337 - val_loss: 1.5777 - val_coeff_determination: 0.6472
Epoch 483/500
763/763 [==============================] - 0s 76us/step - loss: 0.2878 - coeff_determination: 0.9338 - val_loss: 1.5721 - val_coeff_determination: 0.6485
Epoch 484/500
763/763 [==============================] - 0s 64us/step - loss: 0.2874 - coeff_determination: 0.9339 - val_loss: 1.5759 - val_coeff_determination: 0.6477
Epoch 485/500
763/763 [==============================] - 0s 66us/step - loss: 0.2872 - coeff_determination: 0.9339 - val_loss: 1.5772 - val_coeff_determination: 0.6474
Epoch 486/500
763/763 [==============================] - 0s 69us/step - loss: 0.2872 - coeff_determination: 0.9339 - val_loss: 1.5738 - val_coeff_determination: 0.6481
Epoch 487/500
763/763 [==============================] - 0s 60us/step - loss: 0.2873 - coeff_determination: 0.9339 - val_loss: 1.5817 - val_coeff_determination: 0.6464
Epoch 488/500
763/763 [==============================] - 0s 66us/step - loss: 0.2876 - coeff_determination: 0.9338 - val_loss: 1.5712 - val_coeff_determination: 0.6487
Epoch 489/500
763/763 [==============================] - 0s 66us/step - loss: 0.2879 - coeff_determination: 0.9338 - val_loss: 1.5827 - val_coeff_determination: 0.6461
Epoch 490/500
763/763 [==============================] - 0s 71us/step - loss: 0.2883 - coeff_determination: 0.9337 - val_loss: 1.5656 - val_coeff_determination: 0.6500
Epoch 491/500
763/763 [==============================] - 0s 68us/step - loss: 0.2887 - coeff_determination: 0.9336 - val_loss: 1.5831 - val_coeff_determination: 0.6460
Epoch 492/500
763/763 [==============================] - 0s 63us/step - loss: 0.2888 - coeff_determination: 0.9336 - val_loss: 1.5674 - val_coeff_determination: 0.6495
Epoch 493/500
763/763 [==============================] - 0s 61us/step - loss: 0.2885 - coeff_determination: 0.9336 - val_loss: 1.5839 - val_coeff_determination: 0.6459
Epoch 494/500
763/763 [==============================] - 0s 54us/step - loss: 0.2881 - coeff_determination: 0.9337 - val_loss: 1.5711 - val_coeff_determination: 0.6487
Epoch 495/500
763/763 [==============================] - 0s 80us/step - loss: 0.2876 - coeff_determination: 0.9339 - val_loss: 1.5822 - val_coeff_determination: 0.6462
Epoch 496/500
763/763 [==============================] - 0s 67us/step - loss: 0.2871 - coeff_determination: 0.9340 - val_loss: 1.5739 - val_coeff_determination: 0.6481
Epoch 497/500
763/763 [==============================] - 0s 69us/step - loss: 0.2866 - coeff_determination: 0.9341 - val_loss: 1.5792 - val_coeff_determination: 0.6469
Epoch 498/500
763/763 [==============================] - 0s 64us/step - loss: 0.2863 - coeff_determination: 0.9341 - val_loss: 1.5786 - val_coeff_determination: 0.6471
Epoch 499/500
763/763 [==============================] - 0s 67us/step - loss: 0.2862 - coeff_determination: 0.9342 - val_loss: 1.5768 - val_coeff_determination: 0.6475
Epoch 500/500
763/763 [==============================] - 0s 63us/step - loss: 0.2862 - coeff_determination: 0.9342 - val_loss: 1.5822 - val_coeff_determination: 0.6462
In [18]:
# with_bias; Random_Init
history=k_folds_NN(X=train_x_flatten.T,Y=train_y_b4.T,batch_size=1144, epochs=500,path='C:/Users/DR/Desktop/P2/Latent-master/pic/BGD_RandomInit_WithBias/')
Train on 762 samples, validate on 382 samples
Epoch 1/500
762/762 [==============================] - 1s 683us/step - loss: 14.0271 - coeff_determination: -2.1620 - val_loss: 13.3277 - val_coeff_determination: -2.0978
Epoch 2/500
762/762 [==============================] - 0s 69us/step - loss: 13.5623 - coeff_determination: -2.0573 - val_loss: 12.7229 - val_coeff_determination: -1.9572
Epoch 3/500
762/762 [==============================] - 0s 59us/step - loss: 12.9729 - coeff_determination: -1.9244 - val_loss: 11.9468 - val_coeff_determination: -1.7768
Epoch 4/500
762/762 [==============================] - 0s 55us/step - loss: 12.2071 - coeff_determination: -1.7518 - val_loss: 11.0129 - val_coeff_determination: -1.5597
Epoch 5/500
762/762 [==============================] - 0s 64us/step - loss: 11.2729 - coeff_determination: -1.5412 - val_loss: 9.9440 - val_coeff_determination: -1.3113
Epoch 6/500
762/762 [==============================] - 0s 66us/step - loss: 10.1876 - coeff_determination: -1.2965 - val_loss: 8.7873 - val_coeff_determination: -1.0424
Epoch 7/500
762/762 [==============================] - 0s 64us/step - loss: 8.9885 - coeff_determination: -1.0262 - val_loss: 7.6366 - val_coeff_determination: -0.7750
Epoch 8/500
762/762 [==============================] - 0s 68us/step - loss: 7.7608 - coeff_determination: -0.7495 - val_loss: 6.6713 - val_coeff_determination: -0.5506
Epoch 9/500
762/762 [==============================] - 0s 64us/step - loss: 6.6925 - coeff_determination: -0.5087 - val_loss: 6.1064 - val_coeff_determination: -0.4193
Epoch 10/500
762/762 [==============================] - 0s 66us/step - loss: 5.9700 - coeff_determination: -0.3458 - val_loss: 6.0622 - val_coeff_determination: -0.4090
Epoch 11/500
762/762 [==============================] - 0s 68us/step - loss: 5.7498 - coeff_determination: -0.2961 - val_loss: 6.3330 - val_coeff_determination: -0.4720
Epoch 12/500
762/762 [==============================] - 0s 60us/step - loss: 5.8815 - coeff_determination: -0.3258 - val_loss: 6.4238 - val_coeff_determination: -0.4931
Epoch 13/500
762/762 [==============================] - 0s 68us/step - loss: 5.9147 - coeff_determination: -0.3333 - val_loss: 6.1356 - val_coeff_determination: -0.4261
Epoch 14/500
762/762 [==============================] - 0s 67us/step - loss: 5.6440 - coeff_determination: -0.2723 - val_loss: 5.5912 - val_coeff_determination: -0.2996
Epoch 15/500
762/762 [==============================] - 0s 58us/step - loss: 5.1589 - coeff_determination: -0.1629 - val_loss: 4.9798 - val_coeff_determination: -0.1575
Epoch 16/500
762/762 [==============================] - 0s 71us/step - loss: 4.6318 - coeff_determination: -0.0441 - val_loss: 4.4429 - val_coeff_determination: -0.0327
Epoch 17/500
762/762 [==============================] - 0s 66us/step - loss: 4.1838 - coeff_determination: 0.0569 - val_loss: 4.0474 - val_coeff_determination: 0.0592
Epoch 18/500
762/762 [==============================] - 0s 66us/step - loss: 3.8643 - coeff_determination: 0.1289 - val_loss: 3.8061 - val_coeff_determination: 0.1153
Epoch 19/500
762/762 [==============================] - 0s 70us/step - loss: 3.6708 - coeff_determination: 0.1725 - val_loss: 3.6523 - val_coeff_determination: 0.1511
Epoch 20/500
762/762 [==============================] - 0s 62us/step - loss: 3.5334 - coeff_determination: 0.2035 - val_loss: 3.5185 - val_coeff_determination: 0.1822
Epoch 21/500
762/762 [==============================] - 0s 64us/step - loss: 3.4090 - coeff_determination: 0.2315 - val_loss: 3.3828 - val_coeff_determination: 0.2137
Epoch 22/500
762/762 [==============================] - 0s 67us/step - loss: 3.2734 - coeff_determination: 0.2621 - val_loss: 3.2353 - val_coeff_determination: 0.2480
Epoch 23/500
762/762 [==============================] - 0s 71us/step - loss: 3.1170 - coeff_determination: 0.2974 - val_loss: 3.0743 - val_coeff_determination: 0.2854
Epoch 24/500
762/762 [==============================] - 0s 58us/step - loss: 2.9375 - coeff_determination: 0.3378 - val_loss: 2.9129 - val_coeff_determination: 0.3229
Epoch 25/500
762/762 [==============================] - 0s 76us/step - loss: 2.7470 - coeff_determination: 0.3808 - val_loss: 2.7651 - val_coeff_determination: 0.3573
Epoch 26/500
762/762 [==============================] - 0s 71us/step - loss: 2.5617 - coeff_determination: 0.4225 - val_loss: 2.6491 - val_coeff_determination: 0.3843
Epoch 27/500
762/762 [==============================] - 0s 66us/step - loss: 2.4040 - coeff_determination: 0.4581 - val_loss: 2.5751 - val_coeff_determination: 0.4015
Epoch 28/500
762/762 [==============================] - 0s 70us/step - loss: 2.2902 - coeff_determination: 0.4837 - val_loss: 2.5403 - val_coeff_determination: 0.4096
Epoch 29/500
762/762 [==============================] - 0s 75us/step - loss: 2.2218 - coeff_determination: 0.4992 - val_loss: 2.5313 - val_coeff_determination: 0.4117
Epoch 30/500
762/762 [==============================] - 0s 75us/step - loss: 2.1899 - coeff_determination: 0.5064 - val_loss: 2.5222 - val_coeff_determination: 0.4138
Epoch 31/500
762/762 [==============================] - 0s 66us/step - loss: 2.1727 - coeff_determination: 0.5102 - val_loss: 2.4909 - val_coeff_determination: 0.4210
Epoch 32/500
762/762 [==============================] - 0s 68us/step - loss: 2.1458 - coeff_determination: 0.5163 - val_loss: 2.4286 - val_coeff_determination: 0.4355
Epoch 33/500
762/762 [==============================] - 0s 70us/step - loss: 2.0946 - coeff_determination: 0.5278 - val_loss: 2.3445 - val_coeff_determination: 0.4551
Epoch 34/500
762/762 [==============================] - 0s 72us/step - loss: 2.0233 - coeff_determination: 0.5439 - val_loss: 2.2553 - val_coeff_determination: 0.4758
Epoch 35/500
762/762 [==============================] - 0s 68us/step - loss: 1.9450 - coeff_determination: 0.5615 - val_loss: 2.1785 - val_coeff_determination: 0.4936
Epoch 36/500
762/762 [==============================] - 0s 66us/step - loss: 1.8751 - coeff_determination: 0.5773 - val_loss: 2.1219 - val_coeff_determination: 0.5068
Epoch 37/500
762/762 [==============================] - 0s 71us/step - loss: 1.8209 - coeff_determination: 0.5895 - val_loss: 2.0844 - val_coeff_determination: 0.5155
Epoch 38/500
762/762 [==============================] - 0s 75us/step - loss: 1.7824 - coeff_determination: 0.5982 - val_loss: 2.0608 - val_coeff_determination: 0.5210
Epoch 39/500
762/762 [==============================] - 0s 70us/step - loss: 1.7549 - coeff_determination: 0.6044 - val_loss: 2.0406 - val_coeff_determination: 0.5257
Epoch 40/500
762/762 [==============================] - 0s 71us/step - loss: 1.7305 - coeff_determination: 0.6099 - val_loss: 2.0184 - val_coeff_determination: 0.5309
Epoch 41/500
762/762 [==============================] - 0s 67us/step - loss: 1.7046 - coeff_determination: 0.6157 - val_loss: 1.9911 - val_coeff_determination: 0.5372
Epoch 42/500
762/762 [==============================] - 0s 76us/step - loss: 1.6745 - coeff_determination: 0.6225 - val_loss: 1.9589 - val_coeff_determination: 0.5447
Epoch 43/500
762/762 [==============================] - 0s 73us/step - loss: 1.6403 - coeff_determination: 0.6302 - val_loss: 1.9239 - val_coeff_determination: 0.5528
Epoch 44/500
762/762 [==============================] - 0s 60us/step - loss: 1.6033 - coeff_determination: 0.6386 - val_loss: 1.8892 - val_coeff_determination: 0.5609
Epoch 45/500
762/762 [==============================] - 0s 81us/step - loss: 1.5658 - coeff_determination: 0.6470 - val_loss: 1.8566 - val_coeff_determination: 0.5685
Epoch 46/500
762/762 [==============================] - 0s 71us/step - loss: 1.5299 - coeff_determination: 0.6551 - val_loss: 1.8267 - val_coeff_determination: 0.5754
Epoch 47/500
762/762 [==============================] - 0s 72us/step - loss: 1.4970 - coeff_determination: 0.6625 - val_loss: 1.7988 - val_coeff_determination: 0.5819
Epoch 48/500
762/762 [==============================] - 0s 80us/step - loss: 1.4672 - coeff_determination: 0.6693 - val_loss: 1.7731 - val_coeff_determination: 0.5879
Epoch 49/500
762/762 [==============================] - 0s 66us/step - loss: 1.4413 - coeff_determination: 0.6751 - val_loss: 1.7494 - val_coeff_determination: 0.5934
Epoch 50/500
762/762 [==============================] - 0s 81us/step - loss: 1.4169 - coeff_determination: 0.6806 - val_loss: 1.7259 - val_coeff_determination: 0.5989
Epoch 51/500
762/762 [==============================] - 0s 71us/step - loss: 1.3933 - coeff_determination: 0.6859 - val_loss: 1.7034 - val_coeff_determination: 0.6041
Epoch 52/500
762/762 [==============================] - 0s 75us/step - loss: 1.3691 - coeff_determination: 0.6914 - val_loss: 1.6829 - val_coeff_determination: 0.6089
Epoch 53/500
762/762 [==============================] - 0s 63us/step - loss: 1.3438 - coeff_determination: 0.6971 - val_loss: 1.6635 - val_coeff_determination: 0.6133
Epoch 54/500
762/762 [==============================] - 0s 63us/step - loss: 1.3177 - coeff_determination: 0.7030 - val_loss: 1.6486 - val_coeff_determination: 0.6168
Epoch 55/500
762/762 [==============================] - 0s 68us/step - loss: 1.2934 - coeff_determination: 0.7084 - val_loss: 1.6388 - val_coeff_determination: 0.6191
Epoch 56/500
762/762 [==============================] - 0s 56us/step - loss: 1.2728 - coeff_determination: 0.7131 - val_loss: 1.6307 - val_coeff_determination: 0.6210
Epoch 57/500
762/762 [==============================] - 0s 62us/step - loss: 1.2557 - coeff_determination: 0.7169 - val_loss: 1.6227 - val_coeff_determination: 0.6228
Epoch 58/500
762/762 [==============================] - 0s 60us/step - loss: 1.2404 - coeff_determination: 0.7204 - val_loss: 1.6122 - val_coeff_determination: 0.6253
Epoch 59/500
762/762 [==============================] - 0s 66us/step - loss: 1.2245 - coeff_determination: 0.7240 - val_loss: 1.5979 - val_coeff_determination: 0.6286
Epoch 60/500
762/762 [==============================] - 0s 70us/step - loss: 1.2072 - coeff_determination: 0.7279 - val_loss: 1.5796 - val_coeff_determination: 0.6329
Epoch 61/500
762/762 [==============================] - 0s 64us/step - loss: 1.1885 - coeff_determination: 0.7321 - val_loss: 1.5590 - val_coeff_determination: 0.6376
Epoch 62/500
762/762 [==============================] - 0s 59us/step - loss: 1.1693 - coeff_determination: 0.7364 - val_loss: 1.5376 - val_coeff_determination: 0.6426
Epoch 63/500
762/762 [==============================] - 0s 67us/step - loss: 1.1506 - coeff_determination: 0.7406 - val_loss: 1.5174 - val_coeff_determination: 0.6473
Epoch 64/500
762/762 [==============================] - 0s 62us/step - loss: 1.1325 - coeff_determination: 0.7447 - val_loss: 1.4985 - val_coeff_determination: 0.6517
Epoch 65/500
762/762 [==============================] - 0s 62us/step - loss: 1.1151 - coeff_determination: 0.7486 - val_loss: 1.4815 - val_coeff_determination: 0.6557
Epoch 66/500
762/762 [==============================] - 0s 62us/step - loss: 1.0979 - coeff_determination: 0.7525 - val_loss: 1.4672 - val_coeff_determination: 0.6590
Epoch 67/500
762/762 [==============================] - 0s 63us/step - loss: 1.0813 - coeff_determination: 0.7562 - val_loss: 1.4563 - val_coeff_determination: 0.6615
Epoch 68/500
762/762 [==============================] - 0s 69us/step - loss: 1.0658 - coeff_determination: 0.7598 - val_loss: 1.4459 - val_coeff_determination: 0.6639
Epoch 69/500
762/762 [==============================] - 0s 64us/step - loss: 1.0502 - coeff_determination: 0.7633 - val_loss: 1.4350 - val_coeff_determination: 0.6665
Epoch 70/500
762/762 [==============================] - 0s 64us/step - loss: 1.0339 - coeff_determination: 0.7669 - val_loss: 1.4238 - val_coeff_determination: 0.6691
Epoch 71/500
762/762 [==============================] - 0s 59us/step - loss: 1.0171 - coeff_determination: 0.7707 - val_loss: 1.4138 - val_coeff_determination: 0.6714
Epoch 72/500
762/762 [==============================] - 0s 68us/step - loss: 1.0005 - coeff_determination: 0.7745 - val_loss: 1.4058 - val_coeff_determination: 0.6733
Epoch 73/500
762/762 [==============================] - 0s 60us/step - loss: 0.9849 - coeff_determination: 0.7780 - val_loss: 1.3988 - val_coeff_determination: 0.6749
Epoch 74/500
762/762 [==============================] - 0s 64us/step - loss: 0.9699 - coeff_determination: 0.7814 - val_loss: 1.3933 - val_coeff_determination: 0.6762
Epoch 75/500
762/762 [==============================] - 0s 63us/step - loss: 0.9577 - coeff_determination: 0.7841 - val_loss: 1.3904 - val_coeff_determination: 0.6768
Epoch 76/500
762/762 [==============================] - 0s 70us/step - loss: 0.9439 - coeff_determination: 0.7872 - val_loss: 1.3881 - val_coeff_determination: 0.6774
Epoch 77/500
762/762 [==============================] - 0s 59us/step - loss: 0.9291 - coeff_determination: 0.7906 - val_loss: 1.3852 - val_coeff_determination: 0.6780
Epoch 78/500
762/762 [==============================] - 0s 60us/step - loss: 0.9152 - coeff_determination: 0.7937 - val_loss: 1.3802 - val_coeff_determination: 0.6792
Epoch 79/500
762/762 [==============================] - 0s 64us/step - loss: 0.9024 - coeff_determination: 0.7966 - val_loss: 1.3730 - val_coeff_determination: 0.6809
Epoch 80/500
762/762 [==============================] - 0s 67us/step - loss: 0.8897 - coeff_determination: 0.7994 - val_loss: 1.3645 - val_coeff_determination: 0.6828
Epoch 81/500
762/762 [==============================] - 0s 60us/step - loss: 0.8774 - coeff_determination: 0.8022 - val_loss: 1.3561 - val_coeff_determination: 0.6848
Epoch 82/500
762/762 [==============================] - 0s 67us/step - loss: 0.8657 - coeff_determination: 0.8048 - val_loss: 1.3494 - val_coeff_determination: 0.6864
Epoch 83/500
762/762 [==============================] - 0s 66us/step - loss: 0.8542 - coeff_determination: 0.8075 - val_loss: 1.3442 - val_coeff_determination: 0.6876
Epoch 84/500
762/762 [==============================] - 0s 63us/step - loss: 0.8427 - coeff_determination: 0.8100 - val_loss: 1.3410 - val_coeff_determination: 0.6883
Epoch 85/500
762/762 [==============================] - 0s 68us/step - loss: 0.8310 - coeff_determination: 0.8127 - val_loss: 1.3391 - val_coeff_determination: 0.6888
Epoch 86/500
762/762 [==============================] - 0s 67us/step - loss: 0.8196 - coeff_determination: 0.8152 - val_loss: 1.3386 - val_coeff_determination: 0.6889
Epoch 87/500
762/762 [==============================] - 0s 64us/step - loss: 0.8084 - coeff_determination: 0.8178 - val_loss: 1.3382 - val_coeff_determination: 0.6890
Epoch 88/500
762/762 [==============================] - 0s 66us/step - loss: 0.7972 - coeff_determination: 0.8203 - val_loss: 1.3362 - val_coeff_determination: 0.6894
Epoch 89/500
762/762 [==============================] - 0s 67us/step - loss: 0.7860 - coeff_determination: 0.8228 - val_loss: 1.3307 - val_coeff_determination: 0.6907
Epoch 90/500
762/762 [==============================] - 0s 64us/step - loss: 0.7754 - coeff_determination: 0.8252 - val_loss: 1.3230 - val_coeff_determination: 0.6925
Epoch 91/500
762/762 [==============================] - 0s 62us/step - loss: 0.7647 - coeff_determination: 0.8276 - val_loss: 1.3159 - val_coeff_determination: 0.6941
Epoch 92/500
762/762 [==============================] - 0s 67us/step - loss: 0.7542 - coeff_determination: 0.8300 - val_loss: 1.3091 - val_coeff_determination: 0.6957
Epoch 93/500
762/762 [==============================] - 0s 63us/step - loss: 0.7441 - coeff_determination: 0.8323 - val_loss: 1.3044 - val_coeff_determination: 0.6968
Epoch 94/500
762/762 [==============================] - 0s 60us/step - loss: 0.7341 - coeff_determination: 0.8345 - val_loss: 1.3004 - val_coeff_determination: 0.6977
Epoch 95/500
762/762 [==============================] - 0s 64us/step - loss: 0.7245 - coeff_determination: 0.8367 - val_loss: 1.2982 - val_coeff_determination: 0.6983
Epoch 96/500
762/762 [==============================] - 0s 63us/step - loss: 0.7152 - coeff_determination: 0.8388 - val_loss: 1.2975 - val_coeff_determination: 0.6984
Epoch 97/500
762/762 [==============================] - 0s 60us/step - loss: 0.7054 - coeff_determination: 0.8410 - val_loss: 1.2973 - val_coeff_determination: 0.6985
Epoch 98/500
762/762 [==============================] - 0s 62us/step - loss: 0.6962 - coeff_determination: 0.8431 - val_loss: 1.2963 - val_coeff_determination: 0.6987
Epoch 99/500
762/762 [==============================] - 0s 64us/step - loss: 0.6871 - coeff_determination: 0.8451 - val_loss: 1.2937 - val_coeff_determination: 0.6993
Epoch 100/500
762/762 [==============================] - 0s 62us/step - loss: 0.6786 - coeff_determination: 0.8470 - val_loss: 1.2907 - val_coeff_determination: 0.7000
Epoch 101/500
762/762 [==============================] - 0s 76us/step - loss: 0.6700 - coeff_determination: 0.8490 - val_loss: 1.2874 - val_coeff_determination: 0.7008
Epoch 102/500
762/762 [==============================] - 0s 81us/step - loss: 0.6616 - coeff_determination: 0.8509 - val_loss: 1.2826 - val_coeff_determination: 0.7019
Epoch 103/500
762/762 [==============================] - 0s 71us/step - loss: 0.6532 - coeff_determination: 0.8528 - val_loss: 1.2781 - val_coeff_determination: 0.7029
Epoch 104/500
762/762 [==============================] - 0s 64us/step - loss: 0.6449 - coeff_determination: 0.8546 - val_loss: 1.2770 - val_coeff_determination: 0.7032
Epoch 105/500
762/762 [==============================] - 0s 60us/step - loss: 0.6366 - coeff_determination: 0.8565 - val_loss: 1.2788 - val_coeff_determination: 0.7028
Epoch 106/500
762/762 [==============================] - 0s 63us/step - loss: 0.6287 - coeff_determination: 0.8583 - val_loss: 1.2802 - val_coeff_determination: 0.7024
Epoch 107/500
762/762 [==============================] - 0s 68us/step - loss: 0.6215 - coeff_determination: 0.8599 - val_loss: 1.2794 - val_coeff_determination: 0.7026
Epoch 108/500
762/762 [==============================] - 0s 64us/step - loss: 0.6142 - coeff_determination: 0.8615 - val_loss: 1.2757 - val_coeff_determination: 0.7035
Epoch 109/500
762/762 [==============================] - 0s 68us/step - loss: 0.6071 - coeff_determination: 0.8632 - val_loss: 1.2712 - val_coeff_determination: 0.7045
Epoch 110/500
762/762 [==============================] - 0s 64us/step - loss: 0.6004 - coeff_determination: 0.8646 - val_loss: 1.2698 - val_coeff_determination: 0.7048
Epoch 111/500
762/762 [==============================] - 0s 67us/step - loss: 0.5940 - coeff_determination: 0.8661 - val_loss: 1.2698 - val_coeff_determination: 0.7049
Epoch 112/500
762/762 [==============================] - 0s 72us/step - loss: 0.5880 - coeff_determination: 0.8675 - val_loss: 1.2707 - val_coeff_determination: 0.7046
Epoch 113/500
762/762 [==============================] - 0s 73us/step - loss: 0.5811 - coeff_determination: 0.8690 - val_loss: 1.2722 - val_coeff_determination: 0.7043
Epoch 114/500
762/762 [==============================] - 0s 73us/step - loss: 0.5746 - coeff_determination: 0.8705 - val_loss: 1.2722 - val_coeff_determination: 0.7043
Epoch 115/500
762/762 [==============================] - 0s 73us/step - loss: 0.5689 - coeff_determination: 0.8718 - val_loss: 1.2729 - val_coeff_determination: 0.7041
Epoch 116/500
762/762 [==============================] - 0s 75us/step - loss: 0.5632 - coeff_determination: 0.8730 - val_loss: 1.2715 - val_coeff_determination: 0.7045
Epoch 117/500
762/762 [==============================] - 0s 75us/step - loss: 0.5573 - coeff_determination: 0.8744 - val_loss: 1.2688 - val_coeff_determination: 0.7051
Epoch 118/500
762/762 [==============================] - 0s 71us/step - loss: 0.5514 - coeff_determination: 0.8757 - val_loss: 1.2665 - val_coeff_determination: 0.7056
Epoch 119/500
762/762 [==============================] - 0s 67us/step - loss: 0.5457 - coeff_determination: 0.8770 - val_loss: 1.2671 - val_coeff_determination: 0.7055
Epoch 120/500
762/762 [==============================] - 0s 63us/step - loss: 0.5405 - coeff_determination: 0.8782 - val_loss: 1.2682 - val_coeff_determination: 0.7052
Epoch 121/500
762/762 [==============================] - 0s 64us/step - loss: 0.5350 - coeff_determination: 0.8794 - val_loss: 1.2695 - val_coeff_determination: 0.7049
Epoch 122/500
762/762 [==============================] - 0s 66us/step - loss: 0.5301 - coeff_determination: 0.8805 - val_loss: 1.2701 - val_coeff_determination: 0.7048
Epoch 123/500
762/762 [==============================] - 0s 76us/step - loss: 0.5250 - coeff_determination: 0.8817 - val_loss: 1.2721 - val_coeff_determination: 0.7043
Epoch 124/500
762/762 [==============================] - 0s 62us/step - loss: 0.5197 - coeff_determination: 0.8829 - val_loss: 1.2741 - val_coeff_determination: 0.7039
Epoch 125/500
762/762 [==============================] - 0s 73us/step - loss: 0.5150 - coeff_determination: 0.8839 - val_loss: 1.2754 - val_coeff_determination: 0.7036
Epoch 126/500
762/762 [==============================] - 0s 76us/step - loss: 0.5108 - coeff_determination: 0.8849 - val_loss: 1.2766 - val_coeff_determination: 0.7033
Epoch 127/500
762/762 [==============================] - 0s 66us/step - loss: 0.5064 - coeff_determination: 0.8858 - val_loss: 1.2771 - val_coeff_determination: 0.7032
Epoch 128/500
762/762 [==============================] - 0s 70us/step - loss: 0.5023 - coeff_determination: 0.8868 - val_loss: 1.2795 - val_coeff_determination: 0.7026
Epoch 129/500
762/762 [==============================] - 0s 71us/step - loss: 0.4976 - coeff_determination: 0.8878 - val_loss: 1.2829 - val_coeff_determination: 0.7018
Epoch 130/500
762/762 [==============================] - 0s 70us/step - loss: 0.4934 - coeff_determination: 0.8888 - val_loss: 1.2839 - val_coeff_determination: 0.7016
Epoch 131/500
762/762 [==============================] - 0s 70us/step - loss: 0.4895 - coeff_determination: 0.8897 - val_loss: 1.2826 - val_coeff_determination: 0.7019
Epoch 132/500
762/762 [==============================] - 0s 64us/step - loss: 0.4852 - coeff_determination: 0.8906 - val_loss: 1.2814 - val_coeff_determination: 0.7022
Epoch 133/500
762/762 [==============================] - 0s 64us/step - loss: 0.4816 - coeff_determination: 0.8914 - val_loss: 1.2836 - val_coeff_determination: 0.7016
Epoch 134/500
762/762 [==============================] - 0s 64us/step - loss: 0.4777 - coeff_determination: 0.8923 - val_loss: 1.2901 - val_coeff_determination: 0.7001
Epoch 135/500
762/762 [==============================] - 0s 68us/step - loss: 0.4732 - coeff_determination: 0.8933 - val_loss: 1.2943 - val_coeff_determination: 0.6992
Epoch 136/500
762/762 [==============================] - 0s 64us/step - loss: 0.4696 - coeff_determination: 0.8942 - val_loss: 1.2942 - val_coeff_determination: 0.6992
Epoch 137/500
762/762 [==============================] - 0s 73us/step - loss: 0.4659 - coeff_determination: 0.8950 - val_loss: 1.2943 - val_coeff_determination: 0.6992
Epoch 138/500
762/762 [==============================] - 0s 67us/step - loss: 0.4621 - coeff_determination: 0.8958 - val_loss: 1.2970 - val_coeff_determination: 0.6985
Epoch 139/500
762/762 [==============================] - 0s 72us/step - loss: 0.4584 - coeff_determination: 0.8967 - val_loss: 1.2994 - val_coeff_determination: 0.6980
Epoch 140/500
762/762 [==============================] - 0s 67us/step - loss: 0.4551 - coeff_determination: 0.8974 - val_loss: 1.3010 - val_coeff_determination: 0.6976
Epoch 141/500
762/762 [==============================] - 0s 72us/step - loss: 0.4513 - coeff_determination: 0.8983 - val_loss: 1.3070 - val_coeff_determination: 0.6962
Epoch 142/500
762/762 [==============================] - 0s 68us/step - loss: 0.4474 - coeff_determination: 0.8991 - val_loss: 1.3113 - val_coeff_determination: 0.6952
Epoch 143/500
762/762 [==============================] - 0s 70us/step - loss: 0.4438 - coeff_determination: 0.9000 - val_loss: 1.3129 - val_coeff_determination: 0.6948
Epoch 144/500
762/762 [==============================] - 0s 66us/step - loss: 0.4401 - coeff_determination: 0.9008 - val_loss: 1.3159 - val_coeff_determination: 0.6942
Epoch 145/500
762/762 [==============================] - 0s 83us/step - loss: 0.4364 - coeff_determination: 0.9016 - val_loss: 1.3163 - val_coeff_determination: 0.6941
Epoch 146/500
762/762 [==============================] - 0s 68us/step - loss: 0.4330 - coeff_determination: 0.9024 - val_loss: 1.3190 - val_coeff_determination: 0.6934
Epoch 147/500
762/762 [==============================] - 0s 66us/step - loss: 0.4299 - coeff_determination: 0.9031 - val_loss: 1.3196 - val_coeff_determination: 0.6933
Epoch 148/500
762/762 [==============================] - 0s 64us/step - loss: 0.4269 - coeff_determination: 0.9038 - val_loss: 1.3171 - val_coeff_determination: 0.6939
Epoch 149/500
762/762 [==============================] - 0s 64us/step - loss: 0.4237 - coeff_determination: 0.9045 - val_loss: 1.3145 - val_coeff_determination: 0.6945
Epoch 150/500
762/762 [==============================] - 0s 60us/step - loss: 0.4212 - coeff_determination: 0.9050 - val_loss: 1.3149 - val_coeff_determination: 0.6944
Epoch 151/500
762/762 [==============================] - 0s 67us/step - loss: 0.4186 - coeff_determination: 0.9056 - val_loss: 1.3200 - val_coeff_determination: 0.6932
Epoch 152/500
762/762 [==============================] - 0s 62us/step - loss: 0.4150 - coeff_determination: 0.9064 - val_loss: 1.3252 - val_coeff_determination: 0.6920
Epoch 153/500
762/762 [==============================] - 0s 63us/step - loss: 0.4123 - coeff_determination: 0.9070 - val_loss: 1.3264 - val_coeff_determination: 0.6917
Epoch 154/500
762/762 [==============================] - 0s 63us/step - loss: 0.4098 - coeff_determination: 0.9076 - val_loss: 1.3252 - val_coeff_determination: 0.6920
Epoch 155/500
762/762 [==============================] - 0s 58us/step - loss: 0.4072 - coeff_determination: 0.9082 - val_loss: 1.3217 - val_coeff_determination: 0.6928
Epoch 156/500
762/762 [==============================] - 0s 59us/step - loss: 0.4050 - coeff_determination: 0.9087 - val_loss: 1.3296 - val_coeff_determination: 0.6910
Epoch 157/500
762/762 [==============================] - 0s 63us/step - loss: 0.4022 - coeff_determination: 0.9093 - val_loss: 1.3355 - val_coeff_determination: 0.6896
Epoch 158/500
762/762 [==============================] - 0s 62us/step - loss: 0.3994 - coeff_determination: 0.9100 - val_loss: 1.3386 - val_coeff_determination: 0.6889
Epoch 159/500
762/762 [==============================] - 0s 71us/step - loss: 0.3972 - coeff_determination: 0.9105 - val_loss: 1.3381 - val_coeff_determination: 0.6890
Epoch 160/500
762/762 [==============================] - 0s 62us/step - loss: 0.3946 - coeff_determination: 0.9111 - val_loss: 1.3323 - val_coeff_determination: 0.6903
Epoch 161/500
762/762 [==============================] - 0s 62us/step - loss: 0.3923 - coeff_determination: 0.9116 - val_loss: 1.3296 - val_coeff_determination: 0.6910
Epoch 162/500
762/762 [==============================] - 0s 62us/step - loss: 0.3898 - coeff_determination: 0.9121 - val_loss: 1.3343 - val_coeff_determination: 0.6899
Epoch 163/500
762/762 [==============================] - 0s 66us/step - loss: 0.3873 - coeff_determination: 0.9127 - val_loss: 1.3413 - val_coeff_determination: 0.6882
Epoch 164/500
762/762 [==============================] - 0s 59us/step - loss: 0.3848 - coeff_determination: 0.9133 - val_loss: 1.3451 - val_coeff_determination: 0.6874
Epoch 165/500
762/762 [==============================] - 0s 54us/step - loss: 0.3827 - coeff_determination: 0.9137 - val_loss: 1.3482 - val_coeff_determination: 0.6866
Epoch 166/500
762/762 [==============================] - 0s 71us/step - loss: 0.3800 - coeff_determination: 0.9143 - val_loss: 1.3499 - val_coeff_determination: 0.6862
Epoch 167/500
762/762 [==============================] - 0s 59us/step - loss: 0.3781 - coeff_determination: 0.9148 - val_loss: 1.3478 - val_coeff_determination: 0.6867
Epoch 168/500
762/762 [==============================] - 0s 67us/step - loss: 0.3756 - coeff_determination: 0.9153 - val_loss: 1.3476 - val_coeff_determination: 0.6868
Epoch 169/500
762/762 [==============================] - 0s 59us/step - loss: 0.3735 - coeff_determination: 0.9158 - val_loss: 1.3530 - val_coeff_determination: 0.6855
Epoch 170/500
762/762 [==============================] - 0s 66us/step - loss: 0.3719 - coeff_determination: 0.9162 - val_loss: 1.3572 - val_coeff_determination: 0.6845
Epoch 171/500
762/762 [==============================] - 0s 60us/step - loss: 0.3703 - coeff_determination: 0.9165 - val_loss: 1.3626 - val_coeff_determination: 0.6833
Epoch 172/500
762/762 [==============================] - 0s 71us/step - loss: 0.3681 - coeff_determination: 0.9170 - val_loss: 1.3613 - val_coeff_determination: 0.6836
Epoch 173/500
762/762 [==============================] - 0s 64us/step - loss: 0.3661 - coeff_determination: 0.9175 - val_loss: 1.3544 - val_coeff_determination: 0.6852
Epoch 174/500
762/762 [==============================] - 0s 67us/step - loss: 0.3644 - coeff_determination: 0.9178 - val_loss: 1.3535 - val_coeff_determination: 0.6854
Epoch 175/500
762/762 [==============================] - 0s 67us/step - loss: 0.3624 - coeff_determination: 0.9183 - val_loss: 1.3566 - val_coeff_determination: 0.6847
Epoch 176/500
762/762 [==============================] - 0s 66us/step - loss: 0.3610 - coeff_determination: 0.9186 - val_loss: 1.3625 - val_coeff_determination: 0.6833
Epoch 177/500
762/762 [==============================] - 0s 67us/step - loss: 0.3592 - coeff_determination: 0.9190 - val_loss: 1.3611 - val_coeff_determination: 0.6836
Epoch 178/500
762/762 [==============================] - 0s 62us/step - loss: 0.3577 - coeff_determination: 0.9194 - val_loss: 1.3586 - val_coeff_determination: 0.6842
Epoch 179/500
762/762 [==============================] - 0s 68us/step - loss: 0.3565 - coeff_determination: 0.9196 - val_loss: 1.3606 - val_coeff_determination: 0.6838
Epoch 180/500
762/762 [==============================] - 0s 68us/step - loss: 0.3553 - coeff_determination: 0.9199 - val_loss: 1.3630 - val_coeff_determination: 0.6832
Epoch 181/500
762/762 [==============================] - 0s 70us/step - loss: 0.3537 - coeff_determination: 0.9203 - val_loss: 1.3605 - val_coeff_determination: 0.6838
Epoch 182/500
762/762 [==============================] - 0s 66us/step - loss: 0.3523 - coeff_determination: 0.9206 - val_loss: 1.3565 - val_coeff_determination: 0.6847
Epoch 183/500
762/762 [==============================] - 0s 66us/step - loss: 0.3509 - coeff_determination: 0.9209 - val_loss: 1.3569 - val_coeff_determination: 0.6846
Epoch 184/500
762/762 [==============================] - 0s 59us/step - loss: 0.3505 - coeff_determination: 0.9210 - val_loss: 1.3563 - val_coeff_determination: 0.6848
Epoch 185/500
762/762 [==============================] - 0s 67us/step - loss: 0.3488 - coeff_determination: 0.9214 - val_loss: 1.3621 - val_coeff_determination: 0.6834
Epoch 186/500
762/762 [==============================] - 0s 58us/step - loss: 0.3477 - coeff_determination: 0.9216 - val_loss: 1.3601 - val_coeff_determination: 0.6839
Epoch 187/500
762/762 [==============================] - 0s 71us/step - loss: 0.3462 - coeff_determination: 0.9220 - val_loss: 1.3553 - val_coeff_determination: 0.6850
Epoch 188/500
762/762 [==============================] - 0s 67us/step - loss: 0.3455 - coeff_determination: 0.9221 - val_loss: 1.3557 - val_coeff_determination: 0.6849
Epoch 189/500
762/762 [==============================] - 0s 63us/step - loss: 0.3439 - coeff_determination: 0.9225 - val_loss: 1.3611 - val_coeff_determination: 0.6836
Epoch 190/500
762/762 [==============================] - 0s 67us/step - loss: 0.3430 - coeff_determination: 0.9227 - val_loss: 1.3689 - val_coeff_determination: 0.6818
Epoch 191/500
762/762 [==============================] - 0s 54us/step - loss: 0.3419 - coeff_determination: 0.9229 - val_loss: 1.3666 - val_coeff_determination: 0.6824
Epoch 192/500
762/762 [==============================] - 0s 62us/step - loss: 0.3403 - coeff_determination: 0.9233 - val_loss: 1.3636 - val_coeff_determination: 0.6831
Epoch 193/500
762/762 [==============================] - 0s 63us/step - loss: 0.3394 - coeff_determination: 0.9235 - val_loss: 1.3648 - val_coeff_determination: 0.6828
Epoch 194/500
762/762 [==============================] - 0s 63us/step - loss: 0.3384 - coeff_determination: 0.9237 - val_loss: 1.3641 - val_coeff_determination: 0.6829
Epoch 195/500
762/762 [==============================] - 0s 58us/step - loss: 0.3373 - coeff_determination: 0.9240 - val_loss: 1.3647 - val_coeff_determination: 0.6828
Epoch 196/500
762/762 [==============================] - 0s 68us/step - loss: 0.3367 - coeff_determination: 0.9241 - val_loss: 1.3722 - val_coeff_determination: 0.6811
Epoch 197/500
762/762 [==============================] - 0s 64us/step - loss: 0.3354 - coeff_determination: 0.9244 - val_loss: 1.3694 - val_coeff_determination: 0.6817
Epoch 198/500
762/762 [==============================] - 0s 62us/step - loss: 0.3339 - coeff_determination: 0.9247 - val_loss: 1.3686 - val_coeff_determination: 0.6819
Epoch 199/500
762/762 [==============================] - 0s 76us/step - loss: 0.3332 - coeff_determination: 0.9249 - val_loss: 1.3736 - val_coeff_determination: 0.6807
Epoch 200/500
762/762 [==============================] - 0s 55us/step - loss: 0.3322 - coeff_determination: 0.9251 - val_loss: 1.3721 - val_coeff_determination: 0.6811
Epoch 201/500
762/762 [==============================] - 0s 75us/step - loss: 0.3312 - coeff_determination: 0.9253 - val_loss: 1.3715 - val_coeff_determination: 0.6812
Epoch 202/500
762/762 [==============================] - 0s 73us/step - loss: 0.3303 - coeff_determination: 0.9255 - val_loss: 1.3731 - val_coeff_determination: 0.6808
Epoch 203/500
762/762 [==============================] - 0s 42us/step - loss: 0.3293 - coeff_determination: 0.9258 - val_loss: 1.3776 - val_coeff_determination: 0.6798
Epoch 204/500
762/762 [==============================] - 0s 45us/step - loss: 0.3289 - coeff_determination: 0.9258 - val_loss: 1.3778 - val_coeff_determination: 0.6797
Epoch 205/500
762/762 [==============================] - 0s 62us/step - loss: 0.3277 - coeff_determination: 0.9261 - val_loss: 1.3774 - val_coeff_determination: 0.6798
Epoch 206/500
762/762 [==============================] - 0s 67us/step - loss: 0.3274 - coeff_determination: 0.9262 - val_loss: 1.3767 - val_coeff_determination: 0.6800
Epoch 207/500
762/762 [==============================] - 0s 64us/step - loss: 0.3264 - coeff_determination: 0.9264 - val_loss: 1.3845 - val_coeff_determination: 0.6782
Epoch 208/500
762/762 [==============================] - 0s 68us/step - loss: 0.3258 - coeff_determination: 0.9266 - val_loss: 1.3769 - val_coeff_determination: 0.6800
Epoch 209/500
762/762 [==============================] - 0s 62us/step - loss: 0.3249 - coeff_determination: 0.9268 - val_loss: 1.3808 - val_coeff_determination: 0.6791
Epoch 210/500
762/762 [==============================] - 0s 67us/step - loss: 0.3241 - coeff_determination: 0.9269 - val_loss: 1.3833 - val_coeff_determination: 0.6785
Epoch 211/500
762/762 [==============================] - 0s 60us/step - loss: 0.3231 - coeff_determination: 0.9272 - val_loss: 1.3818 - val_coeff_determination: 0.6788
Epoch 212/500
762/762 [==============================] - 0s 71us/step - loss: 0.3228 - coeff_determination: 0.9272 - val_loss: 1.3861 - val_coeff_determination: 0.6778
Epoch 213/500
762/762 [==============================] - 0s 66us/step - loss: 0.3222 - coeff_determination: 0.9274 - val_loss: 1.3891 - val_coeff_determination: 0.6771
Epoch 214/500
762/762 [==============================] - 0s 64us/step - loss: 0.3212 - coeff_determination: 0.9276 - val_loss: 1.3927 - val_coeff_determination: 0.6763
Epoch 215/500
762/762 [==============================] - 0s 66us/step - loss: 0.3212 - coeff_determination: 0.9276 - val_loss: 1.3908 - val_coeff_determination: 0.6767
Epoch 216/500
762/762 [==============================] - 0s 52us/step - loss: 0.3200 - coeff_determination: 0.9279 - val_loss: 1.3894 - val_coeff_determination: 0.6771
Epoch 217/500
762/762 [==============================] - 0s 74us/step - loss: 0.3194 - coeff_determination: 0.9280 - val_loss: 1.3901 - val_coeff_determination: 0.6769
Epoch 218/500
762/762 [==============================] - 0s 55us/step - loss: 0.3191 - coeff_determination: 0.9281 - val_loss: 1.3917 - val_coeff_determination: 0.6765
Epoch 219/500
762/762 [==============================] - 0s 79us/step - loss: 0.3181 - coeff_determination: 0.9283 - val_loss: 1.3867 - val_coeff_determination: 0.6777
Epoch 220/500
762/762 [==============================] - 0s 62us/step - loss: 0.3180 - coeff_determination: 0.9283 - val_loss: 1.3951 - val_coeff_determination: 0.6757
Epoch 221/500
762/762 [==============================] - 0s 63us/step - loss: 0.3172 - coeff_determination: 0.9285 - val_loss: 1.3980 - val_coeff_determination: 0.6751
Epoch 222/500
762/762 [==============================] - 0s 68us/step - loss: 0.3168 - coeff_determination: 0.9286 - val_loss: 1.3970 - val_coeff_determination: 0.6753
Epoch 223/500
762/762 [==============================] - 0s 64us/step - loss: 0.3164 - coeff_determination: 0.9287 - val_loss: 1.4011 - val_coeff_determination: 0.6743
Epoch 224/500
762/762 [==============================] - 0s 64us/step - loss: 0.3157 - coeff_determination: 0.9288 - val_loss: 1.3923 - val_coeff_determination: 0.6764
Epoch 225/500
762/762 [==============================] - 0s 70us/step - loss: 0.3154 - coeff_determination: 0.9289 - val_loss: 1.3935 - val_coeff_determination: 0.6761
Epoch 226/500
762/762 [==============================] - 0s 66us/step - loss: 0.3145 - coeff_determination: 0.9291 - val_loss: 1.3998 - val_coeff_determination: 0.6746
Epoch 227/500
762/762 [==============================] - 0s 72us/step - loss: 0.3142 - coeff_determination: 0.9292 - val_loss: 1.3965 - val_coeff_determination: 0.6754
Epoch 228/500
762/762 [==============================] - 0s 64us/step - loss: 0.3139 - coeff_determination: 0.9292 - val_loss: 1.4075 - val_coeff_determination: 0.6728
Epoch 229/500
762/762 [==============================] - 0s 76us/step - loss: 0.3131 - coeff_determination: 0.9294 - val_loss: 1.4047 - val_coeff_determination: 0.6735
Epoch 230/500
762/762 [==============================] - 0s 64us/step - loss: 0.3129 - coeff_determination: 0.9295 - val_loss: 1.4059 - val_coeff_determination: 0.6732
Epoch 231/500
762/762 [==============================] - 0s 66us/step - loss: 0.3122 - coeff_determination: 0.9296 - val_loss: 1.4058 - val_coeff_determination: 0.6732
Epoch 232/500
762/762 [==============================] - 0s 67us/step - loss: 0.3115 - coeff_determination: 0.9298 - val_loss: 1.4063 - val_coeff_determination: 0.6731
Epoch 233/500
762/762 [==============================] - 0s 63us/step - loss: 0.3109 - coeff_determination: 0.9299 - val_loss: 1.4069 - val_coeff_determination: 0.6730
Epoch 234/500
762/762 [==============================] - 0s 63us/step - loss: 0.3102 - coeff_determination: 0.9301 - val_loss: 1.4060 - val_coeff_determination: 0.6732
Epoch 235/500
762/762 [==============================] - 0s 66us/step - loss: 0.3099 - coeff_determination: 0.9301 - val_loss: 1.4114 - val_coeff_determination: 0.6719
Epoch 236/500
762/762 [==============================] - 0s 63us/step - loss: 0.3096 - coeff_determination: 0.9302 - val_loss: 1.4021 - val_coeff_determination: 0.6741
Epoch 237/500
762/762 [==============================] - 0s 66us/step - loss: 0.3093 - coeff_determination: 0.9303 - val_loss: 1.4166 - val_coeff_determination: 0.6707
Epoch 238/500
762/762 [==============================] - 0s 66us/step - loss: 0.3088 - coeff_determination: 0.9304 - val_loss: 1.4058 - val_coeff_determination: 0.6732
Epoch 239/500
762/762 [==============================] - 0s 66us/step - loss: 0.3081 - coeff_determination: 0.9305 - val_loss: 1.4083 - val_coeff_determination: 0.6727
Epoch 240/500
762/762 [==============================] - 0s 63us/step - loss: 0.3076 - coeff_determination: 0.9307 - val_loss: 1.4188 - val_coeff_determination: 0.6702
Epoch 241/500
762/762 [==============================] - 0s 63us/step - loss: 0.3074 - coeff_determination: 0.9307 - val_loss: 1.4064 - val_coeff_determination: 0.6731
Epoch 242/500
762/762 [==============================] - 0s 62us/step - loss: 0.3072 - coeff_determination: 0.9307 - val_loss: 1.4175 - val_coeff_determination: 0.6705
Epoch 243/500
762/762 [==============================] - 0s 60us/step - loss: 0.3065 - coeff_determination: 0.9309 - val_loss: 1.4135 - val_coeff_determination: 0.6714
Epoch 244/500
762/762 [==============================] - 0s 67us/step - loss: 0.3058 - coeff_determination: 0.9311 - val_loss: 1.4112 - val_coeff_determination: 0.6720
Epoch 245/500
762/762 [==============================] - 0s 71us/step - loss: 0.3055 - coeff_determination: 0.9311 - val_loss: 1.4143 - val_coeff_determination: 0.6713
Epoch 246/500
762/762 [==============================] - 0s 63us/step - loss: 0.3057 - coeff_determination: 0.9311 - val_loss: 1.4033 - val_coeff_determination: 0.6738
Epoch 247/500
762/762 [==============================] - 0s 58us/step - loss: 0.3055 - coeff_determination: 0.9311 - val_loss: 1.4201 - val_coeff_determination: 0.6699
Epoch 248/500
762/762 [==============================] - 0s 65us/step - loss: 0.3057 - coeff_determination: 0.9311 - val_loss: 1.4006 - val_coeff_determination: 0.6745
Epoch 249/500
762/762 [==============================] - 0s 60us/step - loss: 0.3048 - coeff_determination: 0.9313 - val_loss: 1.4121 - val_coeff_determination: 0.6718
Epoch 250/500
762/762 [==============================] - 0s 57us/step - loss: 0.3039 - coeff_determination: 0.9315 - val_loss: 1.4170 - val_coeff_determination: 0.6706
Epoch 251/500
762/762 [==============================] - 0s 67us/step - loss: 0.3033 - coeff_determination: 0.9316 - val_loss: 1.4099 - val_coeff_determination: 0.6723
Epoch 252/500
762/762 [==============================] - 0s 64us/step - loss: 0.3031 - coeff_determination: 0.9317 - val_loss: 1.4157 - val_coeff_determination: 0.6709
Epoch 253/500
762/762 [==============================] - 0s 63us/step - loss: 0.3032 - coeff_determination: 0.9317 - val_loss: 1.4049 - val_coeff_determination: 0.6735
Epoch 254/500
762/762 [==============================] - 0s 62us/step - loss: 0.3028 - coeff_determination: 0.9317 - val_loss: 1.4135 - val_coeff_determination: 0.6715
Epoch 255/500
762/762 [==============================] - 0s 64us/step - loss: 0.3028 - coeff_determination: 0.9317 - val_loss: 1.4126 - val_coeff_determination: 0.6717
Epoch 256/500
762/762 [==============================] - 0s 66us/step - loss: 0.3020 - coeff_determination: 0.9319 - val_loss: 1.4132 - val_coeff_determination: 0.6715
Epoch 257/500
762/762 [==============================] - 0s 63us/step - loss: 0.3017 - coeff_determination: 0.9320 - val_loss: 1.4111 - val_coeff_determination: 0.6720
Epoch 258/500
762/762 [==============================] - 0s 63us/step - loss: 0.3018 - coeff_determination: 0.9320 - val_loss: 1.4077 - val_coeff_determination: 0.6728
Epoch 259/500
762/762 [==============================] - 0s 75us/step - loss: 0.3011 - coeff_determination: 0.9321 - val_loss: 1.4214 - val_coeff_determination: 0.6696
Epoch 260/500
762/762 [==============================] - 0s 52us/step - loss: 0.3011 - coeff_determination: 0.9321 - val_loss: 1.4111 - val_coeff_determination: 0.6720
Epoch 261/500
762/762 [==============================] - 0s 83us/step - loss: 0.3002 - coeff_determination: 0.9323 - val_loss: 1.4127 - val_coeff_determination: 0.6716
Epoch 262/500
762/762 [==============================] - 0s 64us/step - loss: 0.2998 - coeff_determination: 0.9324 - val_loss: 1.4207 - val_coeff_determination: 0.6698
Epoch 263/500
762/762 [==============================] - 0s 43us/step - loss: 0.2997 - coeff_determination: 0.9324 - val_loss: 1.4149 - val_coeff_determination: 0.6711
Epoch 264/500
762/762 [==============================] - 0s 63us/step - loss: 0.2996 - coeff_determination: 0.9325 - val_loss: 1.4188 - val_coeff_determination: 0.6702
Epoch 265/500
762/762 [==============================] - 0s 64us/step - loss: 0.2995 - coeff_determination: 0.9325 - val_loss: 1.4121 - val_coeff_determination: 0.6718
Epoch 266/500
762/762 [==============================] - 0s 62us/step - loss: 0.2991 - coeff_determination: 0.9326 - val_loss: 1.4183 - val_coeff_determination: 0.6703
Epoch 267/500
762/762 [==============================] - 0s 64us/step - loss: 0.2987 - coeff_determination: 0.9327 - val_loss: 1.4199 - val_coeff_determination: 0.6700
Epoch 268/500
762/762 [==============================] - 0s 64us/step - loss: 0.2982 - coeff_determination: 0.9328 - val_loss: 1.4220 - val_coeff_determination: 0.6695
Epoch 269/500
762/762 [==============================] - 0s 67us/step - loss: 0.2980 - coeff_determination: 0.9328 - val_loss: 1.4192 - val_coeff_determination: 0.6701
Epoch 270/500
762/762 [==============================] - 0s 66us/step - loss: 0.2980 - coeff_determination: 0.9328 - val_loss: 1.4212 - val_coeff_determination: 0.6697
Epoch 271/500
762/762 [==============================] - 0s 59us/step - loss: 0.2975 - coeff_determination: 0.9329 - val_loss: 1.4227 - val_coeff_determination: 0.6693
Epoch 272/500
762/762 [==============================] - 0s 63us/step - loss: 0.2972 - coeff_determination: 0.9330 - val_loss: 1.4187 - val_coeff_determination: 0.6702
Epoch 273/500
762/762 [==============================] - 0s 63us/step - loss: 0.2973 - coeff_determination: 0.9330 - val_loss: 1.4241 - val_coeff_determination: 0.6690
Epoch 274/500
762/762 [==============================] - 0s 62us/step - loss: 0.2972 - coeff_determination: 0.9330 - val_loss: 1.4204 - val_coeff_determination: 0.6699
Epoch 275/500
762/762 [==============================] - 0s 70us/step - loss: 0.2968 - coeff_determination: 0.9331 - val_loss: 1.4204 - val_coeff_determination: 0.6698
Epoch 276/500
762/762 [==============================] - 0s 66us/step - loss: 0.2966 - coeff_determination: 0.9331 - val_loss: 1.4245 - val_coeff_determination: 0.6689
Epoch 277/500
762/762 [==============================] - 0s 60us/step - loss: 0.2965 - coeff_determination: 0.9332 - val_loss: 1.4240 - val_coeff_determination: 0.6690
Epoch 278/500
762/762 [==============================] - 0s 71us/step - loss: 0.2961 - coeff_determination: 0.9332 - val_loss: 1.4206 - val_coeff_determination: 0.6698
Epoch 279/500
762/762 [==============================] - 0s 66us/step - loss: 0.2959 - coeff_determination: 0.9333 - val_loss: 1.4323 - val_coeff_determination: 0.6671
Epoch 280/500
762/762 [==============================] - 0s 68us/step - loss: 0.2961 - coeff_determination: 0.9332 - val_loss: 1.4195 - val_coeff_determination: 0.6701
Epoch 281/500
762/762 [==============================] - 0s 66us/step - loss: 0.2959 - coeff_determination: 0.9333 - val_loss: 1.4292 - val_coeff_determination: 0.6678
Epoch 282/500
762/762 [==============================] - 0s 71us/step - loss: 0.2954 - coeff_determination: 0.9334 - val_loss: 1.4270 - val_coeff_determination: 0.6683
Epoch 283/500
762/762 [==============================] - 0s 62us/step - loss: 0.2950 - coeff_determination: 0.9335 - val_loss: 1.4256 - val_coeff_determination: 0.6687
Epoch 284/500
762/762 [==============================] - 0s 60us/step - loss: 0.2948 - coeff_determination: 0.9335 - val_loss: 1.4322 - val_coeff_determination: 0.6671
Epoch 285/500
762/762 [==============================] - 0s 64us/step - loss: 0.2948 - coeff_determination: 0.9336 - val_loss: 1.4264 - val_coeff_determination: 0.6685
Epoch 286/500
762/762 [==============================] - 0s 71us/step - loss: 0.2948 - coeff_determination: 0.9335 - val_loss: 1.4354 - val_coeff_determination: 0.6664
Epoch 287/500
762/762 [==============================] - 0s 68us/step - loss: 0.2952 - coeff_determination: 0.9335 - val_loss: 1.4288 - val_coeff_determination: 0.6679
Epoch 288/500
762/762 [==============================] - 0s 66us/step - loss: 0.2953 - coeff_determination: 0.9334 - val_loss: 1.4408 - val_coeff_determination: 0.6651
Epoch 289/500
762/762 [==============================] - 0s 70us/step - loss: 0.2949 - coeff_determination: 0.9335 - val_loss: 1.4313 - val_coeff_determination: 0.6673
Epoch 290/500
762/762 [==============================] - 0s 62us/step - loss: 0.2943 - coeff_determination: 0.9337 - val_loss: 1.4376 - val_coeff_determination: 0.6659
Epoch 291/500
762/762 [==============================] - 0s 75us/step - loss: 0.2939 - coeff_determination: 0.9338 - val_loss: 1.4409 - val_coeff_determination: 0.6651
Epoch 292/500
762/762 [==============================] - 0s 64us/step - loss: 0.2937 - coeff_determination: 0.9338 - val_loss: 1.4340 - val_coeff_determination: 0.6667
Epoch 293/500
762/762 [==============================] - 0s 59us/step - loss: 0.2935 - coeff_determination: 0.9338 - val_loss: 1.4379 - val_coeff_determination: 0.6658
Epoch 294/500
762/762 [==============================] - 0s 77us/step - loss: 0.2937 - coeff_determination: 0.9338 - val_loss: 1.4348 - val_coeff_determination: 0.6665
Epoch 295/500
762/762 [==============================] - 0s 63us/step - loss: 0.2939 - coeff_determination: 0.9338 - val_loss: 1.4424 - val_coeff_determination: 0.6647
Epoch 296/500
762/762 [==============================] - 0s 62us/step - loss: 0.2938 - coeff_determination: 0.9338 - val_loss: 1.4357 - val_coeff_determination: 0.6663
Epoch 297/500
762/762 [==============================] - 0s 61us/step - loss: 0.2935 - coeff_determination: 0.9338 - val_loss: 1.4465 - val_coeff_determination: 0.6638
Epoch 298/500
762/762 [==============================] - 0s 70us/step - loss: 0.2932 - coeff_determination: 0.9339 - val_loss: 1.4374 - val_coeff_determination: 0.6659
Epoch 299/500
762/762 [==============================] - 0s 65us/step - loss: 0.2928 - coeff_determination: 0.9340 - val_loss: 1.4432 - val_coeff_determination: 0.6646
Epoch 300/500
762/762 [==============================] - 0s 64us/step - loss: 0.2926 - coeff_determination: 0.9340 - val_loss: 1.4503 - val_coeff_determination: 0.6629
Epoch 301/500
762/762 [==============================] - 0s 64us/step - loss: 0.2929 - coeff_determination: 0.9340 - val_loss: 1.4373 - val_coeff_determination: 0.6659
Epoch 302/500
762/762 [==============================] - 0s 60us/step - loss: 0.2930 - coeff_determination: 0.9339 - val_loss: 1.4494 - val_coeff_determination: 0.6631
Epoch 303/500
762/762 [==============================] - 0s 68us/step - loss: 0.2931 - coeff_determination: 0.9339 - val_loss: 1.4454 - val_coeff_determination: 0.6640
Epoch 304/500
762/762 [==============================] - 0s 72us/step - loss: 0.2932 - coeff_determination: 0.9339 - val_loss: 1.4444 - val_coeff_determination: 0.6643
Epoch 305/500
762/762 [==============================] - 0s 59us/step - loss: 0.2933 - coeff_determination: 0.9339 - val_loss: 1.4487 - val_coeff_determination: 0.6633
Epoch 306/500
762/762 [==============================] - 0s 83us/step - loss: 0.2922 - coeff_determination: 0.9341 - val_loss: 1.4495 - val_coeff_determination: 0.6631
Epoch 307/500
762/762 [==============================] - 0s 63us/step - loss: 0.2919 - coeff_determination: 0.9342 - val_loss: 1.4479 - val_coeff_determination: 0.6635
Epoch 308/500
762/762 [==============================] - 0s 62us/step - loss: 0.2921 - coeff_determination: 0.9341 - val_loss: 1.4499 - val_coeff_determination: 0.6630
Epoch 309/500
762/762 [==============================] - 0s 72us/step - loss: 0.2922 - coeff_determination: 0.9341 - val_loss: 1.4594 - val_coeff_determination: 0.6608
Epoch 310/500
762/762 [==============================] - 0s 59us/step - loss: 0.2922 - coeff_determination: 0.9341 - val_loss: 1.4477 - val_coeff_determination: 0.6635
Epoch 311/500
762/762 [==============================] - 0s 63us/step - loss: 0.2918 - coeff_determination: 0.9342 - val_loss: 1.4557 - val_coeff_determination: 0.6617
Epoch 312/500
762/762 [==============================] - 0s 63us/step - loss: 0.2912 - coeff_determination: 0.9344 - val_loss: 1.4555 - val_coeff_determination: 0.6617
Epoch 313/500
762/762 [==============================] - 0s 59us/step - loss: 0.2909 - coeff_determination: 0.9344 - val_loss: 1.4505 - val_coeff_determination: 0.6629
Epoch 314/500
762/762 [==============================] - 0s 64us/step - loss: 0.2910 - coeff_determination: 0.9344 - val_loss: 1.4568 - val_coeff_determination: 0.6614
Epoch 315/500
762/762 [==============================] - 0s 64us/step - loss: 0.2912 - coeff_determination: 0.9344 - val_loss: 1.4491 - val_coeff_determination: 0.6632
Epoch 316/500
762/762 [==============================] - 0s 68us/step - loss: 0.2911 - coeff_determination: 0.9344 - val_loss: 1.4564 - val_coeff_determination: 0.6615
Epoch 317/500
762/762 [==============================] - 0s 63us/step - loss: 0.2908 - coeff_determination: 0.9344 - val_loss: 1.4556 - val_coeff_determination: 0.6617
Epoch 318/500
762/762 [==============================] - 0s 70us/step - loss: 0.2905 - coeff_determination: 0.9345 - val_loss: 1.4539 - val_coeff_determination: 0.6621
Epoch 319/500
762/762 [==============================] - 0s 67us/step - loss: 0.2902 - coeff_determination: 0.9346 - val_loss: 1.4612 - val_coeff_determination: 0.6604
Epoch 320/500
762/762 [==============================] - 0s 70us/step - loss: 0.2902 - coeff_determination: 0.9346 - val_loss: 1.4569 - val_coeff_determination: 0.6614
Epoch 321/500
762/762 [==============================] - 0s 70us/step - loss: 0.2901 - coeff_determination: 0.9346 - val_loss: 1.4596 - val_coeff_determination: 0.6607
Epoch 322/500
762/762 [==============================] - 0s 62us/step - loss: 0.2903 - coeff_determination: 0.9346 - val_loss: 1.4610 - val_coeff_determination: 0.6604
Epoch 323/500
762/762 [==============================] - 0s 60us/step - loss: 0.2903 - coeff_determination: 0.9346 - val_loss: 1.4586 - val_coeff_determination: 0.6610
Epoch 324/500
762/762 [==============================] - 0s 72us/step - loss: 0.2903 - coeff_determination: 0.9346 - val_loss: 1.4591 - val_coeff_determination: 0.6609
Epoch 325/500
762/762 [==============================] - 0s 67us/step - loss: 0.2898 - coeff_determination: 0.9347 - val_loss: 1.4610 - val_coeff_determination: 0.6604
Epoch 326/500
762/762 [==============================] - 0s 59us/step - loss: 0.2896 - coeff_determination: 0.9347 - val_loss: 1.4579 - val_coeff_determination: 0.6611
Epoch 327/500
762/762 [==============================] - 0s 67us/step - loss: 0.2897 - coeff_determination: 0.9347 - val_loss: 1.4627 - val_coeff_determination: 0.6600
Epoch 328/500
762/762 [==============================] - 0s 63us/step - loss: 0.2898 - coeff_determination: 0.9347 - val_loss: 1.4699 - val_coeff_determination: 0.6584
Epoch 329/500
762/762 [==============================] - 0s 59us/step - loss: 0.2901 - coeff_determination: 0.9346 - val_loss: 1.4627 - val_coeff_determination: 0.6600
Epoch 330/500
762/762 [==============================] - 0s 63us/step - loss: 0.2904 - coeff_determination: 0.9345 - val_loss: 1.4727 - val_coeff_determination: 0.6577
Epoch 331/500
762/762 [==============================] - 0s 72us/step - loss: 0.2901 - coeff_determination: 0.9346 - val_loss: 1.4657 - val_coeff_determination: 0.6593
Epoch 332/500
762/762 [==============================] - 0s 66us/step - loss: 0.2892 - coeff_determination: 0.9348 - val_loss: 1.4695 - val_coeff_determination: 0.6585
Epoch 333/500
762/762 [==============================] - 0s 60us/step - loss: 0.2892 - coeff_determination: 0.9348 - val_loss: 1.4813 - val_coeff_determination: 0.6557
Epoch 334/500
762/762 [==============================] - 0s 68us/step - loss: 0.2895 - coeff_determination: 0.9347 - val_loss: 1.4712 - val_coeff_determination: 0.6580
Epoch 335/500
762/762 [==============================] - 0s 63us/step - loss: 0.2893 - coeff_determination: 0.9348 - val_loss: 1.4753 - val_coeff_determination: 0.6571
Epoch 336/500
762/762 [==============================] - 0s 68us/step - loss: 0.2893 - coeff_determination: 0.9348 - val_loss: 1.4787 - val_coeff_determination: 0.6563
Epoch 337/500
762/762 [==============================] - 0s 66us/step - loss: 0.2892 - coeff_determination: 0.9348 - val_loss: 1.4756 - val_coeff_determination: 0.6570
Epoch 338/500
762/762 [==============================] - 0s 73us/step - loss: 0.2888 - coeff_determination: 0.9349 - val_loss: 1.4793 - val_coeff_determination: 0.6562
Epoch 339/500
762/762 [==============================] - 0s 72us/step - loss: 0.2885 - coeff_determination: 0.9350 - val_loss: 1.4817 - val_coeff_determination: 0.6556
Epoch 340/500
762/762 [==============================] - 0s 71us/step - loss: 0.2886 - coeff_determination: 0.9349 - val_loss: 1.4829 - val_coeff_determination: 0.6553
Epoch 341/500
762/762 [==============================] - 0s 71us/step - loss: 0.2888 - coeff_determination: 0.9349 - val_loss: 1.4796 - val_coeff_determination: 0.6561
Epoch 342/500
762/762 [==============================] - 0s 72us/step - loss: 0.2890 - coeff_determination: 0.9349 - val_loss: 1.4888 - val_coeff_determination: 0.6540
Epoch 343/500
762/762 [==============================] - 0s 70us/step - loss: 0.2889 - coeff_determination: 0.9349 - val_loss: 1.4809 - val_coeff_determination: 0.6558
Epoch 344/500
762/762 [==============================] - 0s 75us/step - loss: 0.2884 - coeff_determination: 0.9350 - val_loss: 1.4844 - val_coeff_determination: 0.6550
Epoch 345/500
762/762 [==============================] - 0s 75us/step - loss: 0.2879 - coeff_determination: 0.9351 - val_loss: 1.4883 - val_coeff_determination: 0.6541
Epoch 346/500
762/762 [==============================] - 0s 75us/step - loss: 0.2879 - coeff_determination: 0.9351 - val_loss: 1.4833 - val_coeff_determination: 0.6552
Epoch 347/500
762/762 [==============================] - 0s 70us/step - loss: 0.2880 - coeff_determination: 0.9351 - val_loss: 1.4899 - val_coeff_determination: 0.6537
Epoch 348/500
762/762 [==============================] - 0s 65us/step - loss: 0.2880 - coeff_determination: 0.9351 - val_loss: 1.4867 - val_coeff_determination: 0.6544
Epoch 349/500
762/762 [==============================] - 0s 80us/step - loss: 0.2878 - coeff_determination: 0.9351 - val_loss: 1.4877 - val_coeff_determination: 0.6542
Epoch 350/500
762/762 [==============================] - 0s 70us/step - loss: 0.2878 - coeff_determination: 0.9351 - val_loss: 1.4945 - val_coeff_determination: 0.6526
Epoch 351/500
762/762 [==============================] - 0s 72us/step - loss: 0.2876 - coeff_determination: 0.9352 - val_loss: 1.4883 - val_coeff_determination: 0.6541
Epoch 352/500
762/762 [==============================] - 0s 56us/step - loss: 0.2874 - coeff_determination: 0.9352 - val_loss: 1.4907 - val_coeff_determination: 0.6535
Epoch 353/500
762/762 [==============================] - 0s 65us/step - loss: 0.2873 - coeff_determination: 0.9352 - val_loss: 1.4949 - val_coeff_determination: 0.6525
Epoch 354/500
762/762 [==============================] - 0s 72us/step - loss: 0.2873 - coeff_determination: 0.9352 - val_loss: 1.4924 - val_coeff_determination: 0.6531
Epoch 355/500
762/762 [==============================] - 0s 58us/step - loss: 0.2880 - coeff_determination: 0.9351 - val_loss: 1.4974 - val_coeff_determination: 0.6520
Epoch 356/500
762/762 [==============================] - 0s 88us/step - loss: 0.2882 - coeff_determination: 0.9350 - val_loss: 1.4992 - val_coeff_determination: 0.6515
Epoch 357/500
762/762 [==============================] - 0s 70us/step - loss: 0.2879 - coeff_determination: 0.9351 - val_loss: 1.4932 - val_coeff_determination: 0.6529
Epoch 358/500
762/762 [==============================] - 0s 73us/step - loss: 0.2876 - coeff_determination: 0.9352 - val_loss: 1.5013 - val_coeff_determination: 0.6510
Epoch 359/500
762/762 [==============================] - 0s 67us/step - loss: 0.2873 - coeff_determination: 0.9352 - val_loss: 1.4988 - val_coeff_determination: 0.6516
Epoch 360/500
762/762 [==============================] - 0s 67us/step - loss: 0.2870 - coeff_determination: 0.9353 - val_loss: 1.5026 - val_coeff_determination: 0.6508
Epoch 361/500
762/762 [==============================] - 0s 62us/step - loss: 0.2868 - coeff_determination: 0.9353 - val_loss: 1.5056 - val_coeff_determination: 0.6500
Epoch 362/500
762/762 [==============================] - 0s 74us/step - loss: 0.2869 - coeff_determination: 0.9353 - val_loss: 1.4985 - val_coeff_determination: 0.6517
Epoch 363/500
762/762 [==============================] - 0s 62us/step - loss: 0.2870 - coeff_determination: 0.9353 - val_loss: 1.5040 - val_coeff_determination: 0.6504
Epoch 364/500
762/762 [==============================] - 0s 72us/step - loss: 0.2868 - coeff_determination: 0.9354 - val_loss: 1.5030 - val_coeff_determination: 0.6507
Epoch 365/500
762/762 [==============================] - 0s 62us/step - loss: 0.2866 - coeff_determination: 0.9354 - val_loss: 1.5025 - val_coeff_determination: 0.6508
Epoch 366/500
762/762 [==============================] - 0s 68us/step - loss: 0.2866 - coeff_determination: 0.9354 - val_loss: 1.5103 - val_coeff_determination: 0.6489
Epoch 367/500
762/762 [==============================] - 0s 64us/step - loss: 0.2866 - coeff_determination: 0.9354 - val_loss: 1.5060 - val_coeff_determination: 0.6499
Epoch 368/500
762/762 [==============================] - 0s 63us/step - loss: 0.2865 - coeff_determination: 0.9354 - val_loss: 1.5093 - val_coeff_determination: 0.6492
Epoch 369/500
762/762 [==============================] - 0s 62us/step - loss: 0.2864 - coeff_determination: 0.9354 - val_loss: 1.5109 - val_coeff_determination: 0.6488
Epoch 370/500
762/762 [==============================] - 0s 70us/step - loss: 0.2864 - coeff_determination: 0.9354 - val_loss: 1.5067 - val_coeff_determination: 0.6498
Epoch 371/500
762/762 [==============================] - 0s 66us/step - loss: 0.2865 - coeff_determination: 0.9354 - val_loss: 1.5180 - val_coeff_determination: 0.6472
Epoch 372/500
762/762 [==============================] - 0s 66us/step - loss: 0.2868 - coeff_determination: 0.9354 - val_loss: 1.5157 - val_coeff_determination: 0.6477
Epoch 373/500
762/762 [==============================] - 0s 63us/step - loss: 0.2871 - coeff_determination: 0.9353 - val_loss: 1.5136 - val_coeff_determination: 0.6482
Epoch 374/500
762/762 [==============================] - 0s 62us/step - loss: 0.2876 - coeff_determination: 0.9352 - val_loss: 1.5167 - val_coeff_determination: 0.6475
Epoch 375/500
762/762 [==============================] - 0s 67us/step - loss: 0.2871 - coeff_determination: 0.9353 - val_loss: 1.5160 - val_coeff_determination: 0.6476
Epoch 376/500
762/762 [==============================] - 0s 59us/step - loss: 0.2867 - coeff_determination: 0.9354 - val_loss: 1.5109 - val_coeff_determination: 0.6488
Epoch 377/500
762/762 [==============================] - 0s 62us/step - loss: 0.2866 - coeff_determination: 0.9354 - val_loss: 1.5233 - val_coeff_determination: 0.6459
Epoch 378/500
762/762 [==============================] - 0s 60us/step - loss: 0.2865 - coeff_determination: 0.9354 - val_loss: 1.5165 - val_coeff_determination: 0.6475
Epoch 379/500
762/762 [==============================] - 0s 67us/step - loss: 0.2861 - coeff_determination: 0.9355 - val_loss: 1.5195 - val_coeff_determination: 0.6468
Epoch 380/500
762/762 [==============================] - 0s 76us/step - loss: 0.2859 - coeff_determination: 0.9356 - val_loss: 1.5234 - val_coeff_determination: 0.6459
Epoch 381/500
762/762 [==============================] - 0s 63us/step - loss: 0.2861 - coeff_determination: 0.9355 - val_loss: 1.5136 - val_coeff_determination: 0.6482
Epoch 382/500
762/762 [==============================] - 0s 63us/step - loss: 0.2863 - coeff_determination: 0.9355 - val_loss: 1.5241 - val_coeff_determination: 0.6457
Epoch 383/500
762/762 [==============================] - 0s 60us/step - loss: 0.2860 - coeff_determination: 0.9355 - val_loss: 1.5196 - val_coeff_determination: 0.6468
Epoch 384/500
762/762 [==============================] - 0s 75us/step - loss: 0.2859 - coeff_determination: 0.9356 - val_loss: 1.5228 - val_coeff_determination: 0.6461
Epoch 385/500
762/762 [==============================] - 0s 66us/step - loss: 0.2859 - coeff_determination: 0.9355 - val_loss: 1.5265 - val_coeff_determination: 0.6452
Epoch 386/500
762/762 [==============================] - 0s 68us/step - loss: 0.2859 - coeff_determination: 0.9356 - val_loss: 1.5249 - val_coeff_determination: 0.6456
Epoch 387/500
762/762 [==============================] - 0s 64us/step - loss: 0.2857 - coeff_determination: 0.9356 - val_loss: 1.5246 - val_coeff_determination: 0.6456
Epoch 388/500
762/762 [==============================] - 0s 66us/step - loss: 0.2854 - coeff_determination: 0.9357 - val_loss: 1.5279 - val_coeff_determination: 0.6449
Epoch 389/500
762/762 [==============================] - 0s 68us/step - loss: 0.2855 - coeff_determination: 0.9356 - val_loss: 1.5239 - val_coeff_determination: 0.6458
Epoch 390/500
762/762 [==============================] - 0s 63us/step - loss: 0.2856 - coeff_determination: 0.9356 - val_loss: 1.5296 - val_coeff_determination: 0.6445
Epoch 391/500
762/762 [==============================] - 0s 66us/step - loss: 0.2857 - coeff_determination: 0.9356 - val_loss: 1.5256 - val_coeff_determination: 0.6454
Epoch 392/500
762/762 [==============================] - 0s 63us/step - loss: 0.2856 - coeff_determination: 0.9356 - val_loss: 1.5216 - val_coeff_determination: 0.6463
Epoch 393/500
762/762 [==============================] - 0s 67us/step - loss: 0.2860 - coeff_determination: 0.9355 - val_loss: 1.5337 - val_coeff_determination: 0.6435
Epoch 394/500
762/762 [==============================] - 0s 63us/step - loss: 0.2870 - coeff_determination: 0.9353 - val_loss: 1.5238 - val_coeff_determination: 0.6458
Epoch 395/500
762/762 [==============================] - 0s 55us/step - loss: 0.2881 - coeff_determination: 0.9350 - val_loss: 1.5386 - val_coeff_determination: 0.6424
Epoch 396/500
762/762 [==============================] - 0s 85us/step - loss: 0.2886 - coeff_determination: 0.9349 - val_loss: 1.5267 - val_coeff_determination: 0.6452
Epoch 397/500
762/762 [==============================] - 0s 45us/step - loss: 0.2876 - coeff_determination: 0.9352 - val_loss: 1.5348 - val_coeff_determination: 0.6433
Epoch 398/500
762/762 [==============================] - 0s 86us/step - loss: 0.2861 - coeff_determination: 0.9355 - val_loss: 1.5312 - val_coeff_determination: 0.6441
Epoch 399/500
762/762 [==============================] - 0s 66us/step - loss: 0.2851 - coeff_determination: 0.9357 - val_loss: 1.5263 - val_coeff_determination: 0.6453
Epoch 400/500
762/762 [==============================] - 0s 66us/step - loss: 0.2853 - coeff_determination: 0.9357 - val_loss: 1.5315 - val_coeff_determination: 0.6440
Epoch 401/500
762/762 [==============================] - 0s 64us/step - loss: 0.2861 - coeff_determination: 0.9355 - val_loss: 1.5296 - val_coeff_determination: 0.6445
Epoch 402/500
762/762 [==============================] - 0s 59us/step - loss: 0.2867 - coeff_determination: 0.9354 - val_loss: 1.5334 - val_coeff_determination: 0.6436
Epoch 403/500
762/762 [==============================] - 0s 66us/step - loss: 0.2866 - coeff_determination: 0.9354 - val_loss: 1.5303 - val_coeff_determination: 0.6443
Epoch 404/500
762/762 [==============================] - 0s 58us/step - loss: 0.2858 - coeff_determination: 0.9356 - val_loss: 1.5357 - val_coeff_determination: 0.6431
Epoch 405/500
762/762 [==============================] - 0s 70us/step - loss: 0.2850 - coeff_determination: 0.9357 - val_loss: 1.5340 - val_coeff_determination: 0.6435
Epoch 406/500
762/762 [==============================] - 0s 63us/step - loss: 0.2849 - coeff_determination: 0.9358 - val_loss: 1.5340 - val_coeff_determination: 0.6435
Epoch 407/500
762/762 [==============================] - 0s 63us/step - loss: 0.2852 - coeff_determination: 0.9357 - val_loss: 1.5424 - val_coeff_determination: 0.6415
Epoch 408/500
762/762 [==============================] - 0s 71us/step - loss: 0.2855 - coeff_determination: 0.9356 - val_loss: 1.5351 - val_coeff_determination: 0.6432
Epoch 409/500
762/762 [==============================] - 0s 63us/step - loss: 0.2852 - coeff_determination: 0.9357 - val_loss: 1.5409 - val_coeff_determination: 0.6418
Epoch 410/500
762/762 [==============================] - 0s 67us/step - loss: 0.2849 - coeff_determination: 0.9358 - val_loss: 1.5416 - val_coeff_determination: 0.6417
Epoch 411/500
762/762 [==============================] - 0s 62us/step - loss: 0.2850 - coeff_determination: 0.9358 - val_loss: 1.5351 - val_coeff_determination: 0.6432
Epoch 412/500
762/762 [==============================] - 0s 50us/step - loss: 0.2850 - coeff_determination: 0.9357 - val_loss: 1.5427 - val_coeff_determination: 0.6414
Epoch 413/500
762/762 [==============================] - 0s 76us/step - loss: 0.2848 - coeff_determination: 0.9358 - val_loss: 1.5378 - val_coeff_determination: 0.6426
Epoch 414/500
762/762 [==============================] - 0s 66us/step - loss: 0.2845 - coeff_determination: 0.9359 - val_loss: 1.5350 - val_coeff_determination: 0.6432
Epoch 415/500
762/762 [==============================] - 0s 63us/step - loss: 0.2846 - coeff_determination: 0.9358 - val_loss: 1.5421 - val_coeff_determination: 0.6416
Epoch 416/500
762/762 [==============================] - 0s 63us/step - loss: 0.2848 - coeff_determination: 0.9358 - val_loss: 1.5370 - val_coeff_determination: 0.6428
Epoch 417/500
762/762 [==============================] - 0s 52us/step - loss: 0.2848 - coeff_determination: 0.9358 - val_loss: 1.5443 - val_coeff_determination: 0.6411
Epoch 418/500
762/762 [==============================] - 0s 71us/step - loss: 0.2845 - coeff_determination: 0.9359 - val_loss: 1.5451 - val_coeff_determination: 0.6409
Epoch 419/500
762/762 [==============================] - 0s 63us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5402 - val_coeff_determination: 0.6420
Epoch 420/500
762/762 [==============================] - 0s 67us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5497 - val_coeff_determination: 0.6398
Epoch 421/500
762/762 [==============================] - 0s 70us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5459 - val_coeff_determination: 0.6407
Epoch 422/500
762/762 [==============================] - 0s 62us/step - loss: 0.2851 - coeff_determination: 0.9357 - val_loss: 1.5488 - val_coeff_determination: 0.6400
Epoch 423/500
762/762 [==============================] - 0s 67us/step - loss: 0.2854 - coeff_determination: 0.9357 - val_loss: 1.5518 - val_coeff_determination: 0.6393
Epoch 424/500
762/762 [==============================] - 0s 68us/step - loss: 0.2855 - coeff_determination: 0.9357 - val_loss: 1.5411 - val_coeff_determination: 0.6418
Epoch 425/500
762/762 [==============================] - 0s 63us/step - loss: 0.2856 - coeff_determination: 0.9356 - val_loss: 1.5531 - val_coeff_determination: 0.6390
Epoch 426/500
762/762 [==============================] - 0s 66us/step - loss: 0.2852 - coeff_determination: 0.9357 - val_loss: 1.5430 - val_coeff_determination: 0.6414
Epoch 427/500
762/762 [==============================] - 0s 64us/step - loss: 0.2843 - coeff_determination: 0.9359 - val_loss: 1.5456 - val_coeff_determination: 0.6408
Epoch 428/500
762/762 [==============================] - 0s 67us/step - loss: 0.2840 - coeff_determination: 0.9360 - val_loss: 1.5528 - val_coeff_determination: 0.6391
Epoch 429/500
762/762 [==============================] - 0s 67us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5416 - val_coeff_determination: 0.6417
Epoch 430/500
762/762 [==============================] - 0s 62us/step - loss: 0.2846 - coeff_determination: 0.9359 - val_loss: 1.5481 - val_coeff_determination: 0.6402
Epoch 431/500
762/762 [==============================] - 0s 68us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5479 - val_coeff_determination: 0.6402
Epoch 432/500
762/762 [==============================] - 0s 68us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5492 - val_coeff_determination: 0.6399
Epoch 433/500
762/762 [==============================] - 0s 64us/step - loss: 0.2846 - coeff_determination: 0.9358 - val_loss: 1.5561 - val_coeff_determination: 0.6383
Epoch 434/500
762/762 [==============================] - 0s 72us/step - loss: 0.2843 - coeff_determination: 0.9359 - val_loss: 1.5536 - val_coeff_determination: 0.6389
Epoch 435/500
762/762 [==============================] - 0s 68us/step - loss: 0.2838 - coeff_determination: 0.9360 - val_loss: 1.5516 - val_coeff_determination: 0.6394
Epoch 436/500
762/762 [==============================] - 0s 71us/step - loss: 0.2838 - coeff_determination: 0.9360 - val_loss: 1.5582 - val_coeff_determination: 0.6378
Epoch 437/500
762/762 [==============================] - 0s 70us/step - loss: 0.2842 - coeff_determination: 0.9359 - val_loss: 1.5519 - val_coeff_determination: 0.6393
Epoch 438/500
762/762 [==============================] - 0s 64us/step - loss: 0.2842 - coeff_determination: 0.9359 - val_loss: 1.5510 - val_coeff_determination: 0.6395
Epoch 439/500
762/762 [==============================] - 0s 70us/step - loss: 0.2842 - coeff_determination: 0.9359 - val_loss: 1.5589 - val_coeff_determination: 0.6377
Epoch 440/500
762/762 [==============================] - 0s 62us/step - loss: 0.2841 - coeff_determination: 0.9360 - val_loss: 1.5501 - val_coeff_determination: 0.6397
Epoch 441/500
762/762 [==============================] - 0s 68us/step - loss: 0.2842 - coeff_determination: 0.9359 - val_loss: 1.5579 - val_coeff_determination: 0.6379
Epoch 442/500
762/762 [==============================] - 0s 62us/step - loss: 0.2839 - coeff_determination: 0.9360 - val_loss: 1.5549 - val_coeff_determination: 0.6386
Epoch 443/500
762/762 [==============================] - 0s 64us/step - loss: 0.2835 - coeff_determination: 0.9361 - val_loss: 1.5585 - val_coeff_determination: 0.6378
Epoch 444/500
762/762 [==============================] - 0s 69us/step - loss: 0.2835 - coeff_determination: 0.9361 - val_loss: 1.5666 - val_coeff_determination: 0.6359
Epoch 445/500
762/762 [==============================] - 0s 60us/step - loss: 0.2839 - coeff_determination: 0.9360 - val_loss: 1.5610 - val_coeff_determination: 0.6372
Epoch 446/500
762/762 [==============================] - 0s 71us/step - loss: 0.2844 - coeff_determination: 0.9359 - val_loss: 1.5594 - val_coeff_determination: 0.6375
Epoch 447/500
762/762 [==============================] - 0s 59us/step - loss: 0.2849 - coeff_determination: 0.9358 - val_loss: 1.5624 - val_coeff_determination: 0.6369
Epoch 448/500
762/762 [==============================] - 0s 70us/step - loss: 0.2846 - coeff_determination: 0.9358 - val_loss: 1.5630 - val_coeff_determination: 0.6367
Epoch 449/500
762/762 [==============================] - 0s 59us/step - loss: 0.2840 - coeff_determination: 0.9360 - val_loss: 1.5592 - val_coeff_determination: 0.6376
Epoch 450/500
762/762 [==============================] - 0s 66us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5644 - val_coeff_determination: 0.6364
Epoch 451/500
762/762 [==============================] - 0s 76us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5601 - val_coeff_determination: 0.6374
Epoch 452/500
762/762 [==============================] - 0s 66us/step - loss: 0.2838 - coeff_determination: 0.9360 - val_loss: 1.5553 - val_coeff_determination: 0.6385
Epoch 453/500
762/762 [==============================] - 0s 64us/step - loss: 0.2843 - coeff_determination: 0.9359 - val_loss: 1.5662 - val_coeff_determination: 0.6360
Epoch 454/500
762/762 [==============================] - 0s 68us/step - loss: 0.2846 - coeff_determination: 0.9358 - val_loss: 1.5574 - val_coeff_determination: 0.6380
Epoch 455/500
762/762 [==============================] - 0s 66us/step - loss: 0.2847 - coeff_determination: 0.9358 - val_loss: 1.5640 - val_coeff_determination: 0.6365
Epoch 456/500
762/762 [==============================] - 0s 69us/step - loss: 0.2841 - coeff_determination: 0.9359 - val_loss: 1.5647 - val_coeff_determination: 0.6363
Epoch 457/500
762/762 [==============================] - 0s 60us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5664 - val_coeff_determination: 0.6359
Epoch 458/500
762/762 [==============================] - 0s 71us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5708 - val_coeff_determination: 0.6349
Epoch 459/500
762/762 [==============================] - 0s 64us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5651 - val_coeff_determination: 0.6362
Epoch 460/500
762/762 [==============================] - 0s 68us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5640 - val_coeff_determination: 0.6365
Epoch 461/500
762/762 [==============================] - 0s 70us/step - loss: 0.2840 - coeff_determination: 0.9360 - val_loss: 1.5682 - val_coeff_determination: 0.6355
Epoch 462/500
762/762 [==============================] - 0s 60us/step - loss: 0.2841 - coeff_determination: 0.9360 - val_loss: 1.5668 - val_coeff_determination: 0.6358
Epoch 463/500
762/762 [==============================] - 0s 67us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5670 - val_coeff_determination: 0.6358
Epoch 464/500
762/762 [==============================] - 0s 72us/step - loss: 0.2831 - coeff_determination: 0.9362 - val_loss: 1.5713 - val_coeff_determination: 0.6348
Epoch 465/500
762/762 [==============================] - 0s 63us/step - loss: 0.2831 - coeff_determination: 0.9362 - val_loss: 1.5644 - val_coeff_determination: 0.6364
Epoch 466/500
762/762 [==============================] - 0s 68us/step - loss: 0.2840 - coeff_determination: 0.9360 - val_loss: 1.5703 - val_coeff_determination: 0.6350
Epoch 467/500
762/762 [==============================] - 0s 68us/step - loss: 0.2843 - coeff_determination: 0.9359 - val_loss: 1.5749 - val_coeff_determination: 0.6339
Epoch 468/500
762/762 [==============================] - 0s 76us/step - loss: 0.2842 - coeff_determination: 0.9359 - val_loss: 1.5634 - val_coeff_determination: 0.6366
Epoch 469/500
762/762 [==============================] - 0s 63us/step - loss: 0.2841 - coeff_determination: 0.9360 - val_loss: 1.5746 - val_coeff_determination: 0.6340
Epoch 470/500
762/762 [==============================] - 0s 66us/step - loss: 0.2835 - coeff_determination: 0.9361 - val_loss: 1.5701 - val_coeff_determination: 0.6351
Epoch 471/500
762/762 [==============================] - 0s 60us/step - loss: 0.2829 - coeff_determination: 0.9362 - val_loss: 1.5686 - val_coeff_determination: 0.6354
Epoch 472/500
762/762 [==============================] - 0s 62us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5773 - val_coeff_determination: 0.6334
Epoch 473/500
762/762 [==============================] - 0s 63us/step - loss: 0.2837 - coeff_determination: 0.9360 - val_loss: 1.5656 - val_coeff_determination: 0.6361
Epoch 474/500
762/762 [==============================] - 0s 63us/step - loss: 0.2835 - coeff_determination: 0.9361 - val_loss: 1.5700 - val_coeff_determination: 0.6351
Epoch 475/500
762/762 [==============================] - 0s 63us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5738 - val_coeff_determination: 0.6342
Epoch 476/500
762/762 [==============================] - 0s 70us/step - loss: 0.2829 - coeff_determination: 0.9362 - val_loss: 1.5710 - val_coeff_determination: 0.6349
Epoch 477/500
762/762 [==============================] - 0s 59us/step - loss: 0.2831 - coeff_determination: 0.9362 - val_loss: 1.5753 - val_coeff_determination: 0.6338
Epoch 478/500
762/762 [==============================] - 0s 58us/step - loss: 0.2834 - coeff_determination: 0.9361 - val_loss: 1.5726 - val_coeff_determination: 0.6345
Epoch 479/500
762/762 [==============================] - 0s 63us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5731 - val_coeff_determination: 0.6344
Epoch 480/500
762/762 [==============================] - 0s 66us/step - loss: 0.2838 - coeff_determination: 0.9360 - val_loss: 1.5754 - val_coeff_determination: 0.6338
Epoch 481/500
762/762 [==============================] - 0s 67us/step - loss: 0.2834 - coeff_determination: 0.9361 - val_loss: 1.5735 - val_coeff_determination: 0.6343
Epoch 482/500
762/762 [==============================] - 0s 63us/step - loss: 0.2830 - coeff_determination: 0.9362 - val_loss: 1.5703 - val_coeff_determination: 0.6350
Epoch 483/500
762/762 [==============================] - 0s 71us/step - loss: 0.2826 - coeff_determination: 0.9363 - val_loss: 1.5702 - val_coeff_determination: 0.6350
Epoch 484/500
762/762 [==============================] - 0s 70us/step - loss: 0.2828 - coeff_determination: 0.9362 - val_loss: 1.5685 - val_coeff_determination: 0.6354
Epoch 485/500
762/762 [==============================] - 0s 68us/step - loss: 0.2837 - coeff_determination: 0.9360 - val_loss: 1.5725 - val_coeff_determination: 0.6345
Epoch 486/500
762/762 [==============================] - 0s 67us/step - loss: 0.2840 - coeff_determination: 0.9360 - val_loss: 1.5741 - val_coeff_determination: 0.6341
Epoch 487/500
762/762 [==============================] - 0s 63us/step - loss: 0.2838 - coeff_determination: 0.9360 - val_loss: 1.5671 - val_coeff_determination: 0.6358
Epoch 488/500
762/762 [==============================] - 0s 64us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5762 - val_coeff_determination: 0.6336
Epoch 489/500
762/762 [==============================] - 0s 63us/step - loss: 0.2827 - coeff_determination: 0.9363 - val_loss: 1.5729 - val_coeff_determination: 0.6344
Epoch 490/500
762/762 [==============================] - 0s 63us/step - loss: 0.2826 - coeff_determination: 0.9363 - val_loss: 1.5708 - val_coeff_determination: 0.6349
Epoch 491/500
762/762 [==============================] - 0s 67us/step - loss: 0.2829 - coeff_determination: 0.9362 - val_loss: 1.5794 - val_coeff_determination: 0.6329
Epoch 492/500
762/762 [==============================] - 0s 63us/step - loss: 0.2832 - coeff_determination: 0.9361 - val_loss: 1.5670 - val_coeff_determination: 0.6358
Epoch 493/500
762/762 [==============================] - 0s 70us/step - loss: 0.2832 - coeff_determination: 0.9362 - val_loss: 1.5717 - val_coeff_determination: 0.6347
Epoch 494/500
762/762 [==============================] - 0s 68us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5816 - val_coeff_determination: 0.6324
Epoch 495/500
762/762 [==============================] - 0s 59us/step - loss: 0.2839 - coeff_determination: 0.9360 - val_loss: 1.5724 - val_coeff_determination: 0.6345
Epoch 496/500
762/762 [==============================] - 0s 69us/step - loss: 0.2836 - coeff_determination: 0.9361 - val_loss: 1.5761 - val_coeff_determination: 0.6337
Epoch 497/500
762/762 [==============================] - 0s 60us/step - loss: 0.2826 - coeff_determination: 0.9363 - val_loss: 1.5787 - val_coeff_determination: 0.6331
Epoch 498/500
762/762 [==============================] - 0s 62us/step - loss: 0.2827 - coeff_determination: 0.9363 - val_loss: 1.5701 - val_coeff_determination: 0.6351
Epoch 499/500
762/762 [==============================] - 0s 63us/step - loss: 0.2831 - coeff_determination: 0.9362 - val_loss: 1.5784 - val_coeff_determination: 0.6331
Epoch 500/500
762/762 [==============================] - 0s 67us/step - loss: 0.2828 - coeff_determination: 0.9362 - val_loss: 1.5802 - val_coeff_determination: 0.6327
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 1s 911us/step - loss: 14.3643 - coeff_determination: -2.2734 - val_loss: 14.5737 - val_coeff_determination: -2.3211
Epoch 2/500
763/763 [==============================] - 0s 57us/step - loss: 13.8050 - coeff_determination: -2.1459 - val_loss: 13.7891 - val_coeff_determination: -2.1423
Epoch 3/500
763/763 [==============================] - 0s 49us/step - loss: 12.9776 - coeff_determination: -1.9573 - val_loss: 13.1268 - val_coeff_determination: -1.9914
Epoch 4/500
763/763 [==============================] - 0s 64us/step - loss: 12.3055 - coeff_determination: -1.8042 - val_loss: 11.9636 - val_coeff_determination: -1.7263
Epoch 5/500
763/763 [==============================] - 0s 64us/step - loss: 11.1475 - coeff_determination: -1.5403 - val_loss: 10.5771 - val_coeff_determination: -1.4103
Epoch 6/500
763/763 [==============================] - 0s 63us/step - loss: 9.7798 - coeff_determination: -1.2286 - val_loss: 9.2307 - val_coeff_determination: -1.1035
Epoch 7/500
763/763 [==============================] - 0s 58us/step - loss: 8.4470 - coeff_determination: -0.9249 - val_loss: 7.9471 - val_coeff_determination: -0.8110
Epoch 8/500
763/763 [==============================] - 0s 50us/step - loss: 7.2004 - coeff_determination: -0.6408 - val_loss: 6.8974 - val_coeff_determination: -0.5718
Epoch 9/500
763/763 [==============================] - 0s 65us/step - loss: 6.2325 - coeff_determination: -0.4203 - val_loss: 6.2310 - val_coeff_determination: -0.4200
Epoch 10/500
763/763 [==============================] - 0s 71us/step - loss: 5.6993 - coeff_determination: -0.2988 - val_loss: 6.0396 - val_coeff_determination: -0.3763
Epoch 11/500
763/763 [==============================] - 0s 68us/step - loss: 5.6635 - coeff_determination: -0.2906 - val_loss: 6.1393 - val_coeff_determination: -0.3991
Epoch 12/500
763/763 [==============================] - 0s 67us/step - loss: 5.8706 - coeff_determination: -0.3378 - val_loss: 6.1513 - val_coeff_determination: -0.4018
Epoch 13/500
763/763 [==============================] - 0s 66us/step - loss: 5.8930 - coeff_determination: -0.3429 - val_loss: 5.9004 - val_coeff_determination: -0.3446
Epoch 14/500
763/763 [==============================] - 0s 66us/step - loss: 5.5732 - coeff_determination: -0.2700 - val_loss: 5.4635 - val_coeff_determination: -0.2450
Epoch 15/500
763/763 [==============================] - 0s 68us/step - loss: 5.0306 - coeff_determination: -0.1464 - val_loss: 4.9940 - val_coeff_determination: -0.1381
Epoch 16/500
763/763 [==============================] - 0s 71us/step - loss: 4.4503 - coeff_determination: -0.0141 - val_loss: 4.6108 - val_coeff_determination: -0.0507
Epoch 17/500
763/763 [==============================] - 0s 52us/step - loss: 3.9741 - coeff_determination: 0.0944 - val_loss: 4.3605 - val_coeff_determination: 0.0063
Epoch 18/500
763/763 [==============================] - 0s 81us/step - loss: 3.6562 - coeff_determination: 0.1668 - val_loss: 4.2215 - val_coeff_determination: 0.0380
Epoch 19/500
763/763 [==============================] - 0s 71us/step - loss: 3.4721 - coeff_determination: 0.2088 - val_loss: 4.1456 - val_coeff_determination: 0.0553
Epoch 20/500
763/763 [==============================] - 0s 68us/step - loss: 3.3688 - coeff_determination: 0.2323 - val_loss: 4.0758 - val_coeff_determination: 0.0712
Epoch 21/500
763/763 [==============================] - 0s 72us/step - loss: 3.2883 - coeff_determination: 0.2506 - val_loss: 3.9831 - val_coeff_determination: 0.0923
Epoch 22/500
763/763 [==============================] - 0s 64us/step - loss: 3.1920 - coeff_determination: 0.2726 - val_loss: 3.8525 - val_coeff_determination: 0.1221
Epoch 23/500
763/763 [==============================] - 0s 76us/step - loss: 3.0644 - coeff_determination: 0.3017 - val_loss: 3.6842 - val_coeff_determination: 0.1604
Epoch 24/500
763/763 [==============================] - 0s 66us/step - loss: 2.9040 - coeff_determination: 0.3382 - val_loss: 3.4938 - val_coeff_determination: 0.2038
Epoch 25/500
763/763 [==============================] - 0s 62us/step - loss: 2.7274 - coeff_determination: 0.3785 - val_loss: 3.2981 - val_coeff_determination: 0.2484
Epoch 26/500
763/763 [==============================] - 0s 63us/step - loss: 2.5528 - coeff_determination: 0.4183 - val_loss: 3.1183 - val_coeff_determination: 0.2894
Epoch 27/500
763/763 [==============================] - 0s 68us/step - loss: 2.3988 - coeff_determination: 0.4534 - val_loss: 2.9701 - val_coeff_determination: 0.3232
Epoch 28/500
763/763 [==============================] - 0s 68us/step - loss: 2.2786 - coeff_determination: 0.4807 - val_loss: 2.8612 - val_coeff_determination: 0.3480
Epoch 29/500
763/763 [==============================] - 0s 60us/step - loss: 2.1961 - coeff_determination: 0.4995 - val_loss: 2.7876 - val_coeff_determination: 0.3647
Epoch 30/500
763/763 [==============================] - 0s 64us/step - loss: 2.1439 - coeff_determination: 0.5115 - val_loss: 2.7360 - val_coeff_determination: 0.3765
Epoch 31/500
763/763 [==============================] - 0s 67us/step - loss: 2.1048 - coeff_determination: 0.5203 - val_loss: 2.6912 - val_coeff_determination: 0.3867
Epoch 32/500
763/763 [==============================] - 0s 68us/step - loss: 2.0622 - coeff_determination: 0.5301 - val_loss: 2.6416 - val_coeff_determination: 0.3980
Epoch 33/500
763/763 [==============================] - 0s 71us/step - loss: 2.0033 - coeff_determination: 0.5435 - val_loss: 2.5868 - val_coeff_determination: 0.4105
Epoch 34/500
763/763 [==============================] - 0s 64us/step - loss: 1.9307 - coeff_determination: 0.5600 - val_loss: 2.5316 - val_coeff_determination: 0.4231
Epoch 35/500
763/763 [==============================] - 0s 63us/step - loss: 1.8524 - coeff_determination: 0.5779 - val_loss: 2.4857 - val_coeff_determination: 0.4336
Epoch 36/500
763/763 [==============================] - 0s 69us/step - loss: 1.7808 - coeff_determination: 0.5942 - val_loss: 2.4538 - val_coeff_determination: 0.4408
Epoch 37/500
763/763 [==============================] - 0s 72us/step - loss: 1.7247 - coeff_determination: 0.6070 - val_loss: 2.4353 - val_coeff_determination: 0.4450
Epoch 38/500
763/763 [==============================] - 0s 60us/step - loss: 1.6861 - coeff_determination: 0.6158 - val_loss: 2.4269 - val_coeff_determination: 0.4469
Epoch 39/500
763/763 [==============================] - 0s 72us/step - loss: 1.6610 - coeff_determination: 0.6215 - val_loss: 2.4212 - val_coeff_determination: 0.4483
Epoch 40/500
763/763 [==============================] - 0s 64us/step - loss: 1.6424 - coeff_determination: 0.6257 - val_loss: 2.4104 - val_coeff_determination: 0.4507
Epoch 41/500
763/763 [==============================] - 0s 60us/step - loss: 1.6229 - coeff_determination: 0.6302 - val_loss: 2.3905 - val_coeff_determination: 0.4552
Epoch 42/500
763/763 [==============================] - 0s 64us/step - loss: 1.5974 - coeff_determination: 0.6360 - val_loss: 2.3606 - val_coeff_determination: 0.4621
Epoch 43/500
763/763 [==============================] - 0s 66us/step - loss: 1.5652 - coeff_determination: 0.6433 - val_loss: 2.3232 - val_coeff_determination: 0.4706
Epoch 44/500
763/763 [==============================] - 0s 67us/step - loss: 1.5285 - coeff_determination: 0.6517 - val_loss: 2.2827 - val_coeff_determination: 0.4798
Epoch 45/500
763/763 [==============================] - 0s 72us/step - loss: 1.4910 - coeff_determination: 0.6602 - val_loss: 2.2435 - val_coeff_determination: 0.4887
Epoch 46/500
763/763 [==============================] - 0s 52us/step - loss: 1.4567 - coeff_determination: 0.6681 - val_loss: 2.2086 - val_coeff_determination: 0.4967
Epoch 47/500
763/763 [==============================] - 0s 70us/step - loss: 1.4277 - coeff_determination: 0.6747 - val_loss: 2.1787 - val_coeff_determination: 0.5035
Epoch 48/500
763/763 [==============================] - 0s 72us/step - loss: 1.4039 - coeff_determination: 0.6801 - val_loss: 2.1525 - val_coeff_determination: 0.5095
Epoch 49/500
763/763 [==============================] - 0s 68us/step - loss: 1.3836 - coeff_determination: 0.6847 - val_loss: 2.1282 - val_coeff_determination: 0.5150
Epoch 50/500
763/763 [==============================] - 0s 66us/step - loss: 1.3637 - coeff_determination: 0.6893 - val_loss: 2.1039 - val_coeff_determination: 0.5206
Epoch 51/500
763/763 [==============================] - 0s 66us/step - loss: 1.3415 - coeff_determination: 0.6943 - val_loss: 2.0792 - val_coeff_determination: 0.5262
Epoch 52/500
763/763 [==============================] - 0s 62us/step - loss: 1.3167 - coeff_determination: 0.7000 - val_loss: 2.0551 - val_coeff_determination: 0.5317
Epoch 53/500
763/763 [==============================] - 0s 62us/step - loss: 1.2906 - coeff_determination: 0.7059 - val_loss: 2.0328 - val_coeff_determination: 0.5368
Epoch 54/500
763/763 [==============================] - 0s 67us/step - loss: 1.2653 - coeff_determination: 0.7117 - val_loss: 2.0136 - val_coeff_determination: 0.5411
Epoch 55/500
763/763 [==============================] - 0s 63us/step - loss: 1.2428 - coeff_determination: 0.7168 - val_loss: 1.9980 - val_coeff_determination: 0.5447
Epoch 56/500
763/763 [==============================] - 0s 66us/step - loss: 1.2239 - coeff_determination: 0.7211 - val_loss: 1.9846 - val_coeff_determination: 0.5477
Epoch 57/500
763/763 [==============================] - 0s 64us/step - loss: 1.2078 - coeff_determination: 0.7248 - val_loss: 1.9714 - val_coeff_determination: 0.5507
Epoch 58/500
763/763 [==============================] - 0s 67us/step - loss: 1.1928 - coeff_determination: 0.7282 - val_loss: 1.9570 - val_coeff_determination: 0.5540
Epoch 59/500
763/763 [==============================] - 0s 68us/step - loss: 1.1776 - coeff_determination: 0.7316 - val_loss: 1.9406 - val_coeff_determination: 0.5578
Epoch 60/500
763/763 [==============================] - 0s 67us/step - loss: 1.1613 - coeff_determination: 0.7354 - val_loss: 1.9224 - val_coeff_determination: 0.5619
Epoch 61/500
763/763 [==============================] - 0s 72us/step - loss: 1.1439 - coeff_determination: 0.7393 - val_loss: 1.9034 - val_coeff_determination: 0.5662
Epoch 62/500
763/763 [==============================] - 0s 60us/step - loss: 1.1261 - coeff_determination: 0.7434 - val_loss: 1.8846 - val_coeff_determination: 0.5705
Epoch 63/500
763/763 [==============================] - 0s 64us/step - loss: 1.1090 - coeff_determination: 0.7473 - val_loss: 1.8669 - val_coeff_determination: 0.5746
Epoch 64/500
763/763 [==============================] - 0s 75us/step - loss: 1.0931 - coeff_determination: 0.7509 - val_loss: 1.8510 - val_coeff_determination: 0.5782
Epoch 65/500
763/763 [==============================] - 0s 66us/step - loss: 1.0786 - coeff_determination: 0.7542 - val_loss: 1.8372 - val_coeff_determination: 0.5813
Epoch 66/500
763/763 [==============================] - 0s 66us/step - loss: 1.0653 - coeff_determination: 0.7572 - val_loss: 1.8249 - val_coeff_determination: 0.5841
Epoch 67/500
763/763 [==============================] - 0s 67us/step - loss: 1.0521 - coeff_determination: 0.7602 - val_loss: 1.8138 - val_coeff_determination: 0.5867
Epoch 68/500
763/763 [==============================] - 0s 69us/step - loss: 1.0385 - coeff_determination: 0.7634 - val_loss: 1.8034 - val_coeff_determination: 0.5890
Epoch 69/500
763/763 [==============================] - 0s 68us/step - loss: 1.0244 - coeff_determination: 0.7666 - val_loss: 1.7939 - val_coeff_determination: 0.5912
Epoch 70/500
763/763 [==============================] - 0s 68us/step - loss: 1.0106 - coeff_determination: 0.7697 - val_loss: 1.7855 - val_coeff_determination: 0.5931
Epoch 71/500
763/763 [==============================] - 0s 69us/step - loss: 0.9974 - coeff_determination: 0.7727 - val_loss: 1.7782 - val_coeff_determination: 0.5948
Epoch 72/500
763/763 [==============================] - 0s 68us/step - loss: 0.9847 - coeff_determination: 0.7756 - val_loss: 1.7716 - val_coeff_determination: 0.5963
Epoch 73/500
763/763 [==============================] - 0s 64us/step - loss: 0.9727 - coeff_determination: 0.7783 - val_loss: 1.7648 - val_coeff_determination: 0.5978
Epoch 74/500
763/763 [==============================] - 0s 69us/step - loss: 0.9611 - coeff_determination: 0.7810 - val_loss: 1.7574 - val_coeff_determination: 0.5995
Epoch 75/500
763/763 [==============================] - 0s 66us/step - loss: 0.9495 - coeff_determination: 0.7836 - val_loss: 1.7492 - val_coeff_determination: 0.6014
Epoch 76/500
763/763 [==============================] - 0s 62us/step - loss: 0.9377 - coeff_determination: 0.7863 - val_loss: 1.7405 - val_coeff_determination: 0.6034
Epoch 77/500
763/763 [==============================] - 0s 67us/step - loss: 0.9260 - coeff_determination: 0.7890 - val_loss: 1.7314 - val_coeff_determination: 0.6055
Epoch 78/500
763/763 [==============================] - 0s 67us/step - loss: 0.9147 - coeff_determination: 0.7916 - val_loss: 1.7221 - val_coeff_determination: 0.6076
Epoch 79/500
763/763 [==============================] - 0s 69us/step - loss: 0.9039 - coeff_determination: 0.7940 - val_loss: 1.7131 - val_coeff_determination: 0.6096
Epoch 80/500
763/763 [==============================] - 0s 69us/step - loss: 0.8935 - coeff_determination: 0.7964 - val_loss: 1.7047 - val_coeff_determination: 0.6115
Epoch 81/500
763/763 [==============================] - 0s 72us/step - loss: 0.8835 - coeff_determination: 0.7987 - val_loss: 1.6968 - val_coeff_determination: 0.6133
Epoch 82/500
763/763 [==============================] - 0s 63us/step - loss: 0.8737 - coeff_determination: 0.8009 - val_loss: 1.6893 - val_coeff_determination: 0.6150
Epoch 83/500
763/763 [==============================] - 0s 75us/step - loss: 0.8639 - coeff_determination: 0.8031 - val_loss: 1.6824 - val_coeff_determination: 0.6166
Epoch 84/500
763/763 [==============================] - 0s 75us/step - loss: 0.8542 - coeff_determination: 0.8053 - val_loss: 1.6760 - val_coeff_determination: 0.6181
Epoch 85/500
763/763 [==============================] - 0s 64us/step - loss: 0.8446 - coeff_determination: 0.8075 - val_loss: 1.6700 - val_coeff_determination: 0.6194
Epoch 86/500
763/763 [==============================] - 0s 76us/step - loss: 0.8353 - coeff_determination: 0.8097 - val_loss: 1.6643 - val_coeff_determination: 0.6207
Epoch 87/500
763/763 [==============================] - 0s 67us/step - loss: 0.8263 - coeff_determination: 0.8117 - val_loss: 1.6585 - val_coeff_determination: 0.6221
Epoch 88/500
763/763 [==============================] - 0s 66us/step - loss: 0.8176 - coeff_determination: 0.8137 - val_loss: 1.6523 - val_coeff_determination: 0.6235
Epoch 89/500
763/763 [==============================] - 0s 66us/step - loss: 0.8092 - coeff_determination: 0.8156 - val_loss: 1.6455 - val_coeff_determination: 0.6250
Epoch 90/500
763/763 [==============================] - 0s 72us/step - loss: 0.8009 - coeff_determination: 0.8175 - val_loss: 1.6381 - val_coeff_determination: 0.6267
Epoch 91/500
763/763 [==============================] - 0s 64us/step - loss: 0.7928 - coeff_determination: 0.8193 - val_loss: 1.6306 - val_coeff_determination: 0.6284
Epoch 92/500
763/763 [==============================] - 0s 45us/step - loss: 0.7849 - coeff_determination: 0.8211 - val_loss: 1.6231 - val_coeff_determination: 0.6301
Epoch 93/500
763/763 [==============================] - 0s 73us/step - loss: 0.7772 - coeff_determination: 0.8229 - val_loss: 1.6159 - val_coeff_determination: 0.6318
Epoch 94/500
763/763 [==============================] - 0s 72us/step - loss: 0.7698 - coeff_determination: 0.8246 - val_loss: 1.6091 - val_coeff_determination: 0.6333
Epoch 95/500
763/763 [==============================] - 0s 70us/step - loss: 0.7625 - coeff_determination: 0.8262 - val_loss: 1.6029 - val_coeff_determination: 0.6347
Epoch 96/500
763/763 [==============================] - 0s 76us/step - loss: 0.7554 - coeff_determination: 0.8279 - val_loss: 1.5975 - val_coeff_determination: 0.6360
Epoch 97/500
763/763 [==============================] - 0s 75us/step - loss: 0.7483 - coeff_determination: 0.8295 - val_loss: 1.5927 - val_coeff_determination: 0.6371
Epoch 98/500
763/763 [==============================] - 0s 59us/step - loss: 0.7414 - coeff_determination: 0.8310 - val_loss: 1.5885 - val_coeff_determination: 0.6380
Epoch 99/500
763/763 [==============================] - 0s 84us/step - loss: 0.7347 - coeff_determination: 0.8326 - val_loss: 1.5848 - val_coeff_determination: 0.6389
Epoch 100/500
763/763 [==============================] - 0s 69us/step - loss: 0.7282 - coeff_determination: 0.8341 - val_loss: 1.5811 - val_coeff_determination: 0.6397
Epoch 101/500
763/763 [==============================] - 0s 66us/step - loss: 0.7219 - coeff_determination: 0.8355 - val_loss: 1.5773 - val_coeff_determination: 0.6405
Epoch 102/500
763/763 [==============================] - 0s 68us/step - loss: 0.7159 - coeff_determination: 0.8369 - val_loss: 1.5732 - val_coeff_determination: 0.6415
Epoch 103/500
763/763 [==============================] - 0s 70us/step - loss: 0.7099 - coeff_determination: 0.8382 - val_loss: 1.5687 - val_coeff_determination: 0.6425
Epoch 104/500
763/763 [==============================] - 0s 72us/step - loss: 0.7042 - coeff_determination: 0.8395 - val_loss: 1.5640 - val_coeff_determination: 0.6436
Epoch 105/500
763/763 [==============================] - 0s 67us/step - loss: 0.6985 - coeff_determination: 0.8408 - val_loss: 1.5591 - val_coeff_determination: 0.6447
Epoch 106/500
763/763 [==============================] - 0s 69us/step - loss: 0.6930 - coeff_determination: 0.8421 - val_loss: 1.5543 - val_coeff_determination: 0.6458
Epoch 107/500
763/763 [==============================] - 0s 67us/step - loss: 0.6877 - coeff_determination: 0.8433 - val_loss: 1.5497 - val_coeff_determination: 0.6468
Epoch 108/500
763/763 [==============================] - 0s 67us/step - loss: 0.6824 - coeff_determination: 0.8445 - val_loss: 1.5453 - val_coeff_determination: 0.6479
Epoch 109/500
763/763 [==============================] - 0s 71us/step - loss: 0.6773 - coeff_determination: 0.8456 - val_loss: 1.5410 - val_coeff_determination: 0.6488
Epoch 110/500
763/763 [==============================] - 0s 76us/step - loss: 0.6723 - coeff_determination: 0.8468 - val_loss: 1.5370 - val_coeff_determination: 0.6497
Epoch 111/500
763/763 [==============================] - 0s 75us/step - loss: 0.6674 - coeff_determination: 0.8479 - val_loss: 1.5331 - val_coeff_determination: 0.6506
Epoch 112/500
763/763 [==============================] - 0s 71us/step - loss: 0.6626 - coeff_determination: 0.8490 - val_loss: 1.5293 - val_coeff_determination: 0.6515
Epoch 113/500
763/763 [==============================] - 0s 69us/step - loss: 0.6578 - coeff_determination: 0.8501 - val_loss: 1.5255 - val_coeff_determination: 0.6524
Epoch 114/500
763/763 [==============================] - 0s 68us/step - loss: 0.6530 - coeff_determination: 0.8512 - val_loss: 1.5217 - val_coeff_determination: 0.6532
Epoch 115/500
763/763 [==============================] - 0s 66us/step - loss: 0.6484 - coeff_determination: 0.8522 - val_loss: 1.5179 - val_coeff_determination: 0.6541
Epoch 116/500
763/763 [==============================] - 0s 75us/step - loss: 0.6439 - coeff_determination: 0.8533 - val_loss: 1.5141 - val_coeff_determination: 0.6550
Epoch 117/500
763/763 [==============================] - 0s 75us/step - loss: 0.6397 - coeff_determination: 0.8542 - val_loss: 1.5104 - val_coeff_determination: 0.6558
Epoch 118/500
763/763 [==============================] - 0s 72us/step - loss: 0.6356 - coeff_determination: 0.8552 - val_loss: 1.5069 - val_coeff_determination: 0.6566
Epoch 119/500
763/763 [==============================] - 0s 73us/step - loss: 0.6315 - coeff_determination: 0.8561 - val_loss: 1.5036 - val_coeff_determination: 0.6574
Epoch 120/500
763/763 [==============================] - 0s 59us/step - loss: 0.6275 - coeff_determination: 0.8570 - val_loss: 1.5005 - val_coeff_determination: 0.6581
Epoch 121/500
763/763 [==============================] - 0s 75us/step - loss: 0.6235 - coeff_determination: 0.8579 - val_loss: 1.4977 - val_coeff_determination: 0.6587
Epoch 122/500
763/763 [==============================] - 0s 68us/step - loss: 0.6196 - coeff_determination: 0.8588 - val_loss: 1.4950 - val_coeff_determination: 0.6593
Epoch 123/500
763/763 [==============================] - 0s 68us/step - loss: 0.6159 - coeff_determination: 0.8597 - val_loss: 1.4922 - val_coeff_determination: 0.6600
Epoch 124/500
763/763 [==============================] - 0s 68us/step - loss: 0.6122 - coeff_determination: 0.8605 - val_loss: 1.4894 - val_coeff_determination: 0.6606
Epoch 125/500
763/763 [==============================] - 0s 68us/step - loss: 0.6086 - coeff_determination: 0.8613 - val_loss: 1.4866 - val_coeff_determination: 0.6612
Epoch 126/500
763/763 [==============================] - 0s 67us/step - loss: 0.6051 - coeff_determination: 0.8621 - val_loss: 1.4838 - val_coeff_determination: 0.6619
Epoch 127/500
763/763 [==============================] - 0s 67us/step - loss: 0.6016 - coeff_determination: 0.8629 - val_loss: 1.4810 - val_coeff_determination: 0.6625
Epoch 128/500
763/763 [==============================] - 0s 68us/step - loss: 0.5982 - coeff_determination: 0.8637 - val_loss: 1.4782 - val_coeff_determination: 0.6631
Epoch 129/500
763/763 [==============================] - 0s 59us/step - loss: 0.5948 - coeff_determination: 0.8645 - val_loss: 1.4754 - val_coeff_determination: 0.6638
Epoch 130/500
763/763 [==============================] - 0s 71us/step - loss: 0.5916 - coeff_determination: 0.8652 - val_loss: 1.4727 - val_coeff_determination: 0.6644
Epoch 131/500
763/763 [==============================] - 0s 73us/step - loss: 0.5884 - coeff_determination: 0.8659 - val_loss: 1.4699 - val_coeff_determination: 0.6650
Epoch 132/500
763/763 [==============================] - 0s 68us/step - loss: 0.5852 - coeff_determination: 0.8667 - val_loss: 1.4672 - val_coeff_determination: 0.6657
Epoch 133/500
763/763 [==============================] - 0s 64us/step - loss: 0.5820 - coeff_determination: 0.8674 - val_loss: 1.4646 - val_coeff_determination: 0.6662
Epoch 134/500
763/763 [==============================] - 0s 68us/step - loss: 0.5789 - coeff_determination: 0.8681 - val_loss: 1.4621 - val_coeff_determination: 0.6668
Epoch 135/500
763/763 [==============================] - 0s 68us/step - loss: 0.5759 - coeff_determination: 0.8688 - val_loss: 1.4596 - val_coeff_determination: 0.6674
Epoch 136/500
763/763 [==============================] - 0s 67us/step - loss: 0.5730 - coeff_determination: 0.8694 - val_loss: 1.4571 - val_coeff_determination: 0.6679
Epoch 137/500
763/763 [==============================] - 0s 64us/step - loss: 0.5701 - coeff_determination: 0.8701 - val_loss: 1.4546 - val_coeff_determination: 0.6685
Epoch 138/500
763/763 [==============================] - 0s 72us/step - loss: 0.5673 - coeff_determination: 0.8707 - val_loss: 1.4523 - val_coeff_determination: 0.6691
Epoch 139/500
763/763 [==============================] - 0s 67us/step - loss: 0.5645 - coeff_determination: 0.8714 - val_loss: 1.4500 - val_coeff_determination: 0.6696
Epoch 140/500
763/763 [==============================] - 0s 67us/step - loss: 0.5618 - coeff_determination: 0.8720 - val_loss: 1.4477 - val_coeff_determination: 0.6701
Epoch 141/500
763/763 [==============================] - 0s 67us/step - loss: 0.5591 - coeff_determination: 0.8726 - val_loss: 1.4454 - val_coeff_determination: 0.6706
Epoch 142/500
763/763 [==============================] - 0s 59us/step - loss: 0.5565 - coeff_determination: 0.8732 - val_loss: 1.4430 - val_coeff_determination: 0.6712
Epoch 143/500
763/763 [==============================] - 0s 66us/step - loss: 0.5539 - coeff_determination: 0.8738 - val_loss: 1.4405 - val_coeff_determination: 0.6717
Epoch 144/500
763/763 [==============================] - 0s 66us/step - loss: 0.5514 - coeff_determination: 0.8744 - val_loss: 1.4381 - val_coeff_determination: 0.6723
Epoch 145/500
763/763 [==============================] - 0s 80us/step - loss: 0.5488 - coeff_determination: 0.8749 - val_loss: 1.4358 - val_coeff_determination: 0.6728
Epoch 146/500
763/763 [==============================] - 0s 67us/step - loss: 0.5464 - coeff_determination: 0.8755 - val_loss: 1.4336 - val_coeff_determination: 0.6733
Epoch 147/500
763/763 [==============================] - 0s 70us/step - loss: 0.5439 - coeff_determination: 0.8760 - val_loss: 1.4318 - val_coeff_determination: 0.6737
Epoch 148/500
763/763 [==============================] - 0s 64us/step - loss: 0.5416 - coeff_determination: 0.8766 - val_loss: 1.4301 - val_coeff_determination: 0.6741
Epoch 149/500
763/763 [==============================] - 0s 58us/step - loss: 0.5392 - coeff_determination: 0.8771 - val_loss: 1.4285 - val_coeff_determination: 0.6745
Epoch 150/500
763/763 [==============================] - 0s 72us/step - loss: 0.5370 - coeff_determination: 0.8776 - val_loss: 1.4270 - val_coeff_determination: 0.6748
Epoch 151/500
763/763 [==============================] - 0s 56us/step - loss: 0.5347 - coeff_determination: 0.8781 - val_loss: 1.4256 - val_coeff_determination: 0.6751
Epoch 152/500
763/763 [==============================] - 0s 78us/step - loss: 0.5325 - coeff_determination: 0.8787 - val_loss: 1.4242 - val_coeff_determination: 0.6754
Epoch 153/500
763/763 [==============================] - 0s 63us/step - loss: 0.5303 - coeff_determination: 0.8792 - val_loss: 1.4229 - val_coeff_determination: 0.6757
Epoch 154/500
763/763 [==============================] - 0s 52us/step - loss: 0.5281 - coeff_determination: 0.8797 - val_loss: 1.4215 - val_coeff_determination: 0.6761
Epoch 155/500
763/763 [==============================] - 0s 79us/step - loss: 0.5260 - coeff_determination: 0.8801 - val_loss: 1.4200 - val_coeff_determination: 0.6764
Epoch 156/500
763/763 [==============================] - 0s 66us/step - loss: 0.5239 - coeff_determination: 0.8806 - val_loss: 1.4187 - val_coeff_determination: 0.6767
Epoch 157/500
763/763 [==============================] - 0s 71us/step - loss: 0.5219 - coeff_determination: 0.8811 - val_loss: 1.4174 - val_coeff_determination: 0.6770
Epoch 158/500
763/763 [==============================] - 0s 64us/step - loss: 0.5198 - coeff_determination: 0.8815 - val_loss: 1.4164 - val_coeff_determination: 0.6772
Epoch 159/500
763/763 [==============================] - 0s 59us/step - loss: 0.5178 - coeff_determination: 0.8820 - val_loss: 1.4154 - val_coeff_determination: 0.6775
Epoch 160/500
763/763 [==============================] - 0s 75us/step - loss: 0.5158 - coeff_determination: 0.8825 - val_loss: 1.4143 - val_coeff_determination: 0.6777
Epoch 161/500
763/763 [==============================] - 0s 67us/step - loss: 0.5139 - coeff_determination: 0.8829 - val_loss: 1.4133 - val_coeff_determination: 0.6779
Epoch 162/500
763/763 [==============================] - 0s 63us/step - loss: 0.5120 - coeff_determination: 0.8833 - val_loss: 1.4124 - val_coeff_determination: 0.6781
Epoch 163/500
763/763 [==============================] - 0s 69us/step - loss: 0.5101 - coeff_determination: 0.8838 - val_loss: 1.4112 - val_coeff_determination: 0.6784
Epoch 164/500
763/763 [==============================] - 0s 66us/step - loss: 0.5083 - coeff_determination: 0.8842 - val_loss: 1.4100 - val_coeff_determination: 0.6787
Epoch 165/500
763/763 [==============================] - 0s 75us/step - loss: 0.5066 - coeff_determination: 0.8846 - val_loss: 1.4089 - val_coeff_determination: 0.6789
Epoch 166/500
763/763 [==============================] - 0s 62us/step - loss: 0.5048 - coeff_determination: 0.8850 - val_loss: 1.4077 - val_coeff_determination: 0.6792
Epoch 167/500
763/763 [==============================] - 0s 60us/step - loss: 0.5030 - coeff_determination: 0.8854 - val_loss: 1.4065 - val_coeff_determination: 0.6795
Epoch 168/500
763/763 [==============================] - 0s 67us/step - loss: 0.5013 - coeff_determination: 0.8858 - val_loss: 1.4053 - val_coeff_determination: 0.6798
Epoch 169/500
763/763 [==============================] - 0s 71us/step - loss: 0.4996 - coeff_determination: 0.8862 - val_loss: 1.4042 - val_coeff_determination: 0.6800
Epoch 170/500
763/763 [==============================] - 0s 71us/step - loss: 0.4979 - coeff_determination: 0.8865 - val_loss: 1.4032 - val_coeff_determination: 0.6802
Epoch 171/500
763/763 [==============================] - 0s 68us/step - loss: 0.4962 - coeff_determination: 0.8869 - val_loss: 1.4023 - val_coeff_determination: 0.6804
Epoch 172/500
763/763 [==============================] - 0s 66us/step - loss: 0.4946 - coeff_determination: 0.8873 - val_loss: 1.4015 - val_coeff_determination: 0.6806
Epoch 173/500
763/763 [==============================] - 0s 63us/step - loss: 0.4930 - coeff_determination: 0.8876 - val_loss: 1.4008 - val_coeff_determination: 0.6808
Epoch 174/500
763/763 [==============================] - 0s 79us/step - loss: 0.4914 - coeff_determination: 0.8880 - val_loss: 1.4000 - val_coeff_determination: 0.6810
Epoch 175/500
763/763 [==============================] - 0s 67us/step - loss: 0.4899 - coeff_determination: 0.8884 - val_loss: 1.3993 - val_coeff_determination: 0.6811
Epoch 176/500
763/763 [==============================] - 0s 76us/step - loss: 0.4884 - coeff_determination: 0.8887 - val_loss: 1.3987 - val_coeff_determination: 0.6813
Epoch 177/500
763/763 [==============================] - 0s 64us/step - loss: 0.4868 - coeff_determination: 0.8891 - val_loss: 1.3981 - val_coeff_determination: 0.6814
Epoch 178/500
763/763 [==============================] - 0s 64us/step - loss: 0.4853 - coeff_determination: 0.8894 - val_loss: 1.3974 - val_coeff_determination: 0.6815
Epoch 179/500
763/763 [==============================] - 0s 73us/step - loss: 0.4838 - coeff_determination: 0.8897 - val_loss: 1.3968 - val_coeff_determination: 0.6817
Epoch 180/500
763/763 [==============================] - 0s 68us/step - loss: 0.4824 - coeff_determination: 0.8901 - val_loss: 1.3964 - val_coeff_determination: 0.6818
Epoch 181/500
763/763 [==============================] - 0s 63us/step - loss: 0.4810 - coeff_determination: 0.8904 - val_loss: 1.3959 - val_coeff_determination: 0.6819
Epoch 182/500
763/763 [==============================] - 0s 75us/step - loss: 0.4796 - coeff_determination: 0.8907 - val_loss: 1.3952 - val_coeff_determination: 0.6821
Epoch 183/500
763/763 [==============================] - 0s 64us/step - loss: 0.4782 - coeff_determination: 0.8910 - val_loss: 1.3946 - val_coeff_determination: 0.6822
Epoch 184/500
763/763 [==============================] - 0s 71us/step - loss: 0.4768 - coeff_determination: 0.8913 - val_loss: 1.3940 - val_coeff_determination: 0.6823
Epoch 185/500
763/763 [==============================] - 0s 68us/step - loss: 0.4755 - coeff_determination: 0.8916 - val_loss: 1.3934 - val_coeff_determination: 0.6825
Epoch 186/500
763/763 [==============================] - 0s 69us/step - loss: 0.4742 - coeff_determination: 0.8919 - val_loss: 1.3927 - val_coeff_determination: 0.6826
Epoch 187/500
763/763 [==============================] - 0s 66us/step - loss: 0.4729 - coeff_determination: 0.8922 - val_loss: 1.3922 - val_coeff_determination: 0.6827
Epoch 188/500
763/763 [==============================] - 0s 73us/step - loss: 0.4715 - coeff_determination: 0.8925 - val_loss: 1.3916 - val_coeff_determination: 0.6829
Epoch 189/500
763/763 [==============================] - 0s 72us/step - loss: 0.4703 - coeff_determination: 0.8928 - val_loss: 1.3912 - val_coeff_determination: 0.6830
Epoch 190/500
763/763 [==============================] - 0s 66us/step - loss: 0.4691 - coeff_determination: 0.8931 - val_loss: 1.3898 - val_coeff_determination: 0.6833
Epoch 191/500
763/763 [==============================] - 0s 51us/step - loss: 0.4665 - coeff_determination: 0.8937 - val_loss: 1.3874 - val_coeff_determination: 0.6838
Epoch 192/500
763/763 [==============================] - 0s 75us/step - loss: 0.4632 - coeff_determination: 0.8944 - val_loss: 1.3845 - val_coeff_determination: 0.6845
Epoch 193/500
763/763 [==============================] - 0s 51us/step - loss: 0.4594 - coeff_determination: 0.8953 - val_loss: 1.3818 - val_coeff_determination: 0.6851
Epoch 194/500
763/763 [==============================] - 0s 80us/step - loss: 0.4554 - coeff_determination: 0.8962 - val_loss: 1.3788 - val_coeff_determination: 0.6858
Epoch 195/500
763/763 [==============================] - 0s 62us/step - loss: 0.4517 - coeff_determination: 0.8971 - val_loss: 1.3762 - val_coeff_determination: 0.6864
Epoch 196/500
763/763 [==============================] - 0s 66us/step - loss: 0.4478 - coeff_determination: 0.8980 - val_loss: 1.3742 - val_coeff_determination: 0.6868
Epoch 197/500
763/763 [==============================] - 0s 72us/step - loss: 0.4446 - coeff_determination: 0.8987 - val_loss: 1.3726 - val_coeff_determination: 0.6872
Epoch 198/500
763/763 [==============================] - 0s 42us/step - loss: 0.4414 - coeff_determination: 0.8994 - val_loss: 1.3707 - val_coeff_determination: 0.6876
Epoch 199/500
763/763 [==============================] - 0s 71us/step - loss: 0.4384 - coeff_determination: 0.9001 - val_loss: 1.3689 - val_coeff_determination: 0.6881
Epoch 200/500
763/763 [==============================] - 0s 59us/step - loss: 0.4351 - coeff_determination: 0.9009 - val_loss: 1.3680 - val_coeff_determination: 0.6883
Epoch 201/500
763/763 [==============================] - 0s 62us/step - loss: 0.4317 - coeff_determination: 0.9016 - val_loss: 1.3676 - val_coeff_determination: 0.6883
Epoch 202/500
763/763 [==============================] - 0s 75us/step - loss: 0.4286 - coeff_determination: 0.9023 - val_loss: 1.3679 - val_coeff_determination: 0.6883
Epoch 203/500
763/763 [==============================] - 0s 54us/step - loss: 0.4256 - coeff_determination: 0.9030 - val_loss: 1.3681 - val_coeff_determination: 0.6882
Epoch 204/500
763/763 [==============================] - 0s 72us/step - loss: 0.4228 - coeff_determination: 0.9036 - val_loss: 1.3681 - val_coeff_determination: 0.6882
Epoch 205/500
763/763 [==============================] - 0s 68us/step - loss: 0.4203 - coeff_determination: 0.9042 - val_loss: 1.3681 - val_coeff_determination: 0.6882
Epoch 206/500
763/763 [==============================] - 0s 68us/step - loss: 0.4178 - coeff_determination: 0.9048 - val_loss: 1.3680 - val_coeff_determination: 0.6883
Epoch 207/500
763/763 [==============================] - 0s 67us/step - loss: 0.4153 - coeff_determination: 0.9054 - val_loss: 1.3680 - val_coeff_determination: 0.6883
Epoch 208/500
763/763 [==============================] - 0s 60us/step - loss: 0.4129 - coeff_determination: 0.9059 - val_loss: 1.3680 - val_coeff_determination: 0.6883
Epoch 209/500
763/763 [==============================] - 0s 64us/step - loss: 0.4105 - coeff_determination: 0.9065 - val_loss: 1.3683 - val_coeff_determination: 0.6882
Epoch 210/500
763/763 [==============================] - 0s 59us/step - loss: 0.4079 - coeff_determination: 0.9070 - val_loss: 1.3684 - val_coeff_determination: 0.6882
Epoch 211/500
763/763 [==============================] - 0s 51us/step - loss: 0.4056 - coeff_determination: 0.9076 - val_loss: 1.3686 - val_coeff_determination: 0.6881
Epoch 212/500
763/763 [==============================] - 0s 84us/step - loss: 0.4033 - coeff_determination: 0.9081 - val_loss: 1.3693 - val_coeff_determination: 0.6880
Epoch 213/500
763/763 [==============================] - 0s 69us/step - loss: 0.4011 - coeff_determination: 0.9086 - val_loss: 1.3705 - val_coeff_determination: 0.6877
Epoch 214/500
763/763 [==============================] - 0s 68us/step - loss: 0.3989 - coeff_determination: 0.9091 - val_loss: 1.3721 - val_coeff_determination: 0.6873
Epoch 215/500
763/763 [==============================] - 0s 66us/step - loss: 0.3968 - coeff_determination: 0.9096 - val_loss: 1.3739 - val_coeff_determination: 0.6869
Epoch 216/500
763/763 [==============================] - 0s 62us/step - loss: 0.3947 - coeff_determination: 0.9101 - val_loss: 1.3758 - val_coeff_determination: 0.6865
Epoch 217/500
763/763 [==============================] - 0s 75us/step - loss: 0.3927 - coeff_determination: 0.9105 - val_loss: 1.3775 - val_coeff_determination: 0.6861
Epoch 218/500
763/763 [==============================] - 0s 64us/step - loss: 0.3909 - coeff_determination: 0.9109 - val_loss: 1.3794 - val_coeff_determination: 0.6857
Epoch 219/500
763/763 [==============================] - 0s 76us/step - loss: 0.3891 - coeff_determination: 0.9113 - val_loss: 1.3816 - val_coeff_determination: 0.6852
Epoch 220/500
763/763 [==============================] - 0s 73us/step - loss: 0.3874 - coeff_determination: 0.9117 - val_loss: 1.3841 - val_coeff_determination: 0.6846
Epoch 221/500
763/763 [==============================] - 0s 62us/step - loss: 0.3856 - coeff_determination: 0.9121 - val_loss: 1.3867 - val_coeff_determination: 0.6840
Epoch 222/500
763/763 [==============================] - 0s 64us/step - loss: 0.3840 - coeff_determination: 0.9125 - val_loss: 1.3889 - val_coeff_determination: 0.6835
Epoch 223/500
763/763 [==============================] - 0s 66us/step - loss: 0.3823 - coeff_determination: 0.9129 - val_loss: 1.3907 - val_coeff_determination: 0.6831
Epoch 224/500
763/763 [==============================] - 0s 63us/step - loss: 0.3808 - coeff_determination: 0.9132 - val_loss: 1.3927 - val_coeff_determination: 0.6826
Epoch 225/500
763/763 [==============================] - 0s 64us/step - loss: 0.3794 - coeff_determination: 0.9135 - val_loss: 1.3948 - val_coeff_determination: 0.6822
Epoch 226/500
763/763 [==============================] - 0s 67us/step - loss: 0.3780 - coeff_determination: 0.9139 - val_loss: 1.3972 - val_coeff_determination: 0.6816
Epoch 227/500
763/763 [==============================] - 0s 72us/step - loss: 0.3765 - coeff_determination: 0.9142 - val_loss: 1.3993 - val_coeff_determination: 0.6811
Epoch 228/500
763/763 [==============================] - 0s 69us/step - loss: 0.3751 - coeff_determination: 0.9145 - val_loss: 1.4011 - val_coeff_determination: 0.6807
Epoch 229/500
763/763 [==============================] - 0s 68us/step - loss: 0.3739 - coeff_determination: 0.9148 - val_loss: 1.4030 - val_coeff_determination: 0.6803
Epoch 230/500
763/763 [==============================] - 0s 64us/step - loss: 0.3726 - coeff_determination: 0.9151 - val_loss: 1.4050 - val_coeff_determination: 0.6798
Epoch 231/500
763/763 [==============================] - 0s 56us/step - loss: 0.3714 - coeff_determination: 0.9154 - val_loss: 1.4069 - val_coeff_determination: 0.6794
Epoch 232/500
763/763 [==============================] - 0s 73us/step - loss: 0.3702 - coeff_determination: 0.9156 - val_loss: 1.4087 - val_coeff_determination: 0.6790
Epoch 233/500
763/763 [==============================] - 0s 59us/step - loss: 0.3691 - coeff_determination: 0.9159 - val_loss: 1.4100 - val_coeff_determination: 0.6787
Epoch 234/500
763/763 [==============================] - 0s 67us/step - loss: 0.3680 - coeff_determination: 0.9161 - val_loss: 1.4114 - val_coeff_determination: 0.6784
Epoch 235/500
763/763 [==============================] - 0s 62us/step - loss: 0.3669 - coeff_determination: 0.9164 - val_loss: 1.4128 - val_coeff_determination: 0.6780
Epoch 236/500
763/763 [==============================] - 0s 67us/step - loss: 0.3658 - coeff_determination: 0.9166 - val_loss: 1.4143 - val_coeff_determination: 0.6777
Epoch 237/500
763/763 [==============================] - 0s 69us/step - loss: 0.3648 - coeff_determination: 0.9169 - val_loss: 1.4161 - val_coeff_determination: 0.6773
Epoch 238/500
763/763 [==============================] - 0s 67us/step - loss: 0.3638 - coeff_determination: 0.9171 - val_loss: 1.4178 - val_coeff_determination: 0.6769
Epoch 239/500
763/763 [==============================] - 0s 69us/step - loss: 0.3628 - coeff_determination: 0.9173 - val_loss: 1.4190 - val_coeff_determination: 0.6766
Epoch 240/500
763/763 [==============================] - 0s 67us/step - loss: 0.3619 - coeff_determination: 0.9175 - val_loss: 1.4202 - val_coeff_determination: 0.6764
Epoch 241/500
763/763 [==============================] - 0s 51us/step - loss: 0.3609 - coeff_determination: 0.9178 - val_loss: 1.4217 - val_coeff_determination: 0.6760
Epoch 242/500
763/763 [==============================] - 0s 83us/step - loss: 0.3600 - coeff_determination: 0.9180 - val_loss: 1.4234 - val_coeff_determination: 0.6756
Epoch 243/500
763/763 [==============================] - 0s 64us/step - loss: 0.3591 - coeff_determination: 0.9182 - val_loss: 1.4251 - val_coeff_determination: 0.6752
Epoch 244/500
763/763 [==============================] - 0s 64us/step - loss: 0.3582 - coeff_determination: 0.9184 - val_loss: 1.4267 - val_coeff_determination: 0.6749
Epoch 245/500
763/763 [==============================] - 0s 76us/step - loss: 0.3574 - coeff_determination: 0.9186 - val_loss: 1.4282 - val_coeff_determination: 0.6745
Epoch 246/500
763/763 [==============================] - 0s 51us/step - loss: 0.3565 - coeff_determination: 0.9188 - val_loss: 1.4295 - val_coeff_determination: 0.6742
Epoch 247/500
763/763 [==============================] - 0s 82us/step - loss: 0.3557 - coeff_determination: 0.9189 - val_loss: 1.4306 - val_coeff_determination: 0.6740
Epoch 248/500
763/763 [==============================] - 0s 68us/step - loss: 0.3549 - coeff_determination: 0.9191 - val_loss: 1.4315 - val_coeff_determination: 0.6738
Epoch 249/500
763/763 [==============================] - 0s 62us/step - loss: 0.3540 - coeff_determination: 0.9193 - val_loss: 1.4324 - val_coeff_determination: 0.6736
Epoch 250/500
763/763 [==============================] - 0s 67us/step - loss: 0.3532 - coeff_determination: 0.9195 - val_loss: 1.4335 - val_coeff_determination: 0.6733
Epoch 251/500
763/763 [==============================] - 0s 66us/step - loss: 0.3523 - coeff_determination: 0.9197 - val_loss: 1.4346 - val_coeff_determination: 0.6731
Epoch 252/500
763/763 [==============================] - 0s 71us/step - loss: 0.3515 - coeff_determination: 0.9199 - val_loss: 1.4354 - val_coeff_determination: 0.6729
Epoch 253/500
763/763 [==============================] - 0s 63us/step - loss: 0.3508 - coeff_determination: 0.9201 - val_loss: 1.4361 - val_coeff_determination: 0.6727
Epoch 254/500
763/763 [==============================] - 0s 69us/step - loss: 0.3500 - coeff_determination: 0.9202 - val_loss: 1.4372 - val_coeff_determination: 0.6725
Epoch 255/500
763/763 [==============================] - 0s 70us/step - loss: 0.3492 - coeff_determination: 0.9204 - val_loss: 1.4383 - val_coeff_determination: 0.6722
Epoch 256/500
763/763 [==============================] - 0s 63us/step - loss: 0.3485 - coeff_determination: 0.9206 - val_loss: 1.4394 - val_coeff_determination: 0.6720
Epoch 257/500
763/763 [==============================] - 0s 72us/step - loss: 0.3477 - coeff_determination: 0.9208 - val_loss: 1.4404 - val_coeff_determination: 0.6717
Epoch 258/500
763/763 [==============================] - 0s 71us/step - loss: 0.3469 - coeff_determination: 0.9209 - val_loss: 1.4416 - val_coeff_determination: 0.6715
Epoch 259/500
763/763 [==============================] - 0s 63us/step - loss: 0.3462 - coeff_determination: 0.9211 - val_loss: 1.4426 - val_coeff_determination: 0.6713
Epoch 260/500
763/763 [==============================] - 0s 67us/step - loss: 0.3454 - coeff_determination: 0.9213 - val_loss: 1.4434 - val_coeff_determination: 0.6711
Epoch 261/500
763/763 [==============================] - 0s 68us/step - loss: 0.3447 - coeff_determination: 0.9215 - val_loss: 1.4442 - val_coeff_determination: 0.6709
Epoch 262/500
763/763 [==============================] - 0s 72us/step - loss: 0.3439 - coeff_determination: 0.9216 - val_loss: 1.4451 - val_coeff_determination: 0.6707
Epoch 263/500
763/763 [==============================] - 0s 66us/step - loss: 0.3432 - coeff_determination: 0.9218 - val_loss: 1.4461 - val_coeff_determination: 0.6705
Epoch 264/500
763/763 [==============================] - 0s 64us/step - loss: 0.3425 - coeff_determination: 0.9220 - val_loss: 1.4469 - val_coeff_determination: 0.6703
Epoch 265/500
763/763 [==============================] - 0s 63us/step - loss: 0.3418 - coeff_determination: 0.9221 - val_loss: 1.4477 - val_coeff_determination: 0.6701
Epoch 266/500
763/763 [==============================] - 0s 72us/step - loss: 0.3411 - coeff_determination: 0.9223 - val_loss: 1.4488 - val_coeff_determination: 0.6699
Epoch 267/500
763/763 [==============================] - 0s 71us/step - loss: 0.3404 - coeff_determination: 0.9224 - val_loss: 1.4496 - val_coeff_determination: 0.6696
Epoch 268/500
763/763 [==============================] - 0s 59us/step - loss: 0.3397 - coeff_determination: 0.9226 - val_loss: 1.4506 - val_coeff_determination: 0.6694
Epoch 269/500
763/763 [==============================] - 0s 64us/step - loss: 0.3390 - coeff_determination: 0.9227 - val_loss: 1.4517 - val_coeff_determination: 0.6692
Epoch 270/500
763/763 [==============================] - 0s 76us/step - loss: 0.3384 - coeff_determination: 0.9229 - val_loss: 1.4531 - val_coeff_determination: 0.6689
Epoch 271/500
763/763 [==============================] - 0s 62us/step - loss: 0.3377 - coeff_determination: 0.9230 - val_loss: 1.4547 - val_coeff_determination: 0.6685
Epoch 272/500
763/763 [==============================] - 0s 67us/step - loss: 0.3371 - coeff_determination: 0.9232 - val_loss: 1.4562 - val_coeff_determination: 0.6682
Epoch 273/500
763/763 [==============================] - 0s 72us/step - loss: 0.3365 - coeff_determination: 0.9233 - val_loss: 1.4574 - val_coeff_determination: 0.6679
Epoch 274/500
763/763 [==============================] - 0s 67us/step - loss: 0.3359 - coeff_determination: 0.9235 - val_loss: 1.4584 - val_coeff_determination: 0.6676
Epoch 275/500
763/763 [==============================] - 0s 68us/step - loss: 0.3353 - coeff_determination: 0.9236 - val_loss: 1.4597 - val_coeff_determination: 0.6674
Epoch 276/500
763/763 [==============================] - 0s 77us/step - loss: 0.3347 - coeff_determination: 0.9237 - val_loss: 1.4610 - val_coeff_determination: 0.6671
Epoch 277/500
763/763 [==============================] - 0s 73us/step - loss: 0.3342 - coeff_determination: 0.9238 - val_loss: 1.4619 - val_coeff_determination: 0.6669
Epoch 278/500
763/763 [==============================] - 0s 67us/step - loss: 0.3336 - coeff_determination: 0.9240 - val_loss: 1.4628 - val_coeff_determination: 0.6667
Epoch 279/500
763/763 [==============================] - 0s 66us/step - loss: 0.3331 - coeff_determination: 0.9241 - val_loss: 1.4638 - val_coeff_determination: 0.6664
Epoch 280/500
763/763 [==============================] - 0s 72us/step - loss: 0.3326 - coeff_determination: 0.9242 - val_loss: 1.4650 - val_coeff_determination: 0.6661
Epoch 281/500
763/763 [==============================] - 0s 71us/step - loss: 0.3320 - coeff_determination: 0.9243 - val_loss: 1.4662 - val_coeff_determination: 0.6659
Epoch 282/500
763/763 [==============================] - 0s 64us/step - loss: 0.3315 - coeff_determination: 0.9245 - val_loss: 1.4672 - val_coeff_determination: 0.6657
Epoch 283/500
763/763 [==============================] - 0s 62us/step - loss: 0.3310 - coeff_determination: 0.9246 - val_loss: 1.4681 - val_coeff_determination: 0.6654
Epoch 284/500
763/763 [==============================] - 0s 68us/step - loss: 0.3305 - coeff_determination: 0.9247 - val_loss: 1.4691 - val_coeff_determination: 0.6652
Epoch 285/500
763/763 [==============================] - 0s 68us/step - loss: 0.3300 - coeff_determination: 0.9248 - val_loss: 1.4703 - val_coeff_determination: 0.6649
Epoch 286/500
763/763 [==============================] - 0s 64us/step - loss: 0.3296 - coeff_determination: 0.9249 - val_loss: 1.4717 - val_coeff_determination: 0.6646
Epoch 287/500
763/763 [==============================] - 0s 65us/step - loss: 0.3291 - coeff_determination: 0.9250 - val_loss: 1.4731 - val_coeff_determination: 0.6643
Epoch 288/500
763/763 [==============================] - 0s 68us/step - loss: 0.3286 - coeff_determination: 0.9251 - val_loss: 1.4747 - val_coeff_determination: 0.6639
Epoch 289/500
763/763 [==============================] - 0s 63us/step - loss: 0.3281 - coeff_determination: 0.9252 - val_loss: 1.4765 - val_coeff_determination: 0.6635
Epoch 290/500
763/763 [==============================] - 0s 75us/step - loss: 0.3276 - coeff_determination: 0.9253 - val_loss: 1.4778 - val_coeff_determination: 0.6632
Epoch 291/500
763/763 [==============================] - 0s 54us/step - loss: 0.3272 - coeff_determination: 0.9254 - val_loss: 1.4786 - val_coeff_determination: 0.6630
Epoch 292/500
763/763 [==============================] - 0s 84us/step - loss: 0.3267 - coeff_determination: 0.9255 - val_loss: 1.4795 - val_coeff_determination: 0.6629
Epoch 293/500
763/763 [==============================] - 0s 69us/step - loss: 0.3262 - coeff_determination: 0.9257 - val_loss: 1.4803 - val_coeff_determination: 0.6627
Epoch 294/500
763/763 [==============================] - 0s 59us/step - loss: 0.3258 - coeff_determination: 0.9258 - val_loss: 1.4810 - val_coeff_determination: 0.6625
Epoch 295/500
763/763 [==============================] - 0s 72us/step - loss: 0.3254 - coeff_determination: 0.9259 - val_loss: 1.4816 - val_coeff_determination: 0.6624
Epoch 296/500
763/763 [==============================] - 0s 56us/step - loss: 0.3249 - coeff_determination: 0.9260 - val_loss: 1.4827 - val_coeff_determination: 0.6621
Epoch 297/500
763/763 [==============================] - 0s 75us/step - loss: 0.3245 - coeff_determination: 0.9261 - val_loss: 1.4839 - val_coeff_determination: 0.6618
Epoch 298/500
763/763 [==============================] - 0s 72us/step - loss: 0.3240 - coeff_determination: 0.9262 - val_loss: 1.4851 - val_coeff_determination: 0.6616
Epoch 299/500
763/763 [==============================] - 0s 60us/step - loss: 0.3236 - coeff_determination: 0.9263 - val_loss: 1.4860 - val_coeff_determination: 0.6614
Epoch 300/500
763/763 [==============================] - 0s 68us/step - loss: 0.3232 - coeff_determination: 0.9264 - val_loss: 1.4867 - val_coeff_determination: 0.6612
Epoch 301/500
763/763 [==============================] - 0s 66us/step - loss: 0.3228 - coeff_determination: 0.9264 - val_loss: 1.4872 - val_coeff_determination: 0.6611
Epoch 302/500
763/763 [==============================] - 0s 72us/step - loss: 0.3224 - coeff_determination: 0.9265 - val_loss: 1.4881 - val_coeff_determination: 0.6609
Epoch 303/500
763/763 [==============================] - 0s 69us/step - loss: 0.3219 - coeff_determination: 0.9266 - val_loss: 1.4891 - val_coeff_determination: 0.6607
Epoch 304/500
763/763 [==============================] - 0s 56us/step - loss: 0.3215 - coeff_determination: 0.9267 - val_loss: 1.4899 - val_coeff_determination: 0.6605
Epoch 305/500
763/763 [==============================] - 0s 72us/step - loss: 0.3211 - coeff_determination: 0.9268 - val_loss: 1.4908 - val_coeff_determination: 0.6603
Epoch 306/500
763/763 [==============================] - 0s 67us/step - loss: 0.3208 - coeff_determination: 0.9269 - val_loss: 1.4921 - val_coeff_determination: 0.6600
Epoch 307/500
763/763 [==============================] - 0s 60us/step - loss: 0.3204 - coeff_determination: 0.9270 - val_loss: 1.4931 - val_coeff_determination: 0.6597
Epoch 308/500
763/763 [==============================] - 0s 71us/step - loss: 0.3200 - coeff_determination: 0.9271 - val_loss: 1.4941 - val_coeff_determination: 0.6595
Epoch 309/500
763/763 [==============================] - 0s 56us/step - loss: 0.3196 - coeff_determination: 0.9272 - val_loss: 1.4949 - val_coeff_determination: 0.6593
Epoch 310/500
763/763 [==============================] - 0s 64us/step - loss: 0.3192 - coeff_determination: 0.9273 - val_loss: 1.4957 - val_coeff_determination: 0.6592
Epoch 311/500
763/763 [==============================] - 0s 80us/step - loss: 0.3188 - coeff_determination: 0.9273 - val_loss: 1.4966 - val_coeff_determination: 0.6589
Epoch 312/500
763/763 [==============================] - 0s 66us/step - loss: 0.3185 - coeff_determination: 0.9274 - val_loss: 1.4975 - val_coeff_determination: 0.6587
Epoch 313/500
763/763 [==============================] - 0s 62us/step - loss: 0.3181 - coeff_determination: 0.9275 - val_loss: 1.4982 - val_coeff_determination: 0.6586
Epoch 314/500
763/763 [==============================] - 0s 76us/step - loss: 0.3178 - coeff_determination: 0.9276 - val_loss: 1.4988 - val_coeff_determination: 0.6584
Epoch 315/500
763/763 [==============================] - 0s 69us/step - loss: 0.3174 - coeff_determination: 0.9277 - val_loss: 1.4993 - val_coeff_determination: 0.6583
Epoch 316/500
763/763 [==============================] - 0s 76us/step - loss: 0.3170 - coeff_determination: 0.9278 - val_loss: 1.5000 - val_coeff_determination: 0.6582
Epoch 317/500
763/763 [==============================] - 0s 69us/step - loss: 0.3167 - coeff_determination: 0.9278 - val_loss: 1.5009 - val_coeff_determination: 0.6580
Epoch 318/500
763/763 [==============================] - 0s 73us/step - loss: 0.3163 - coeff_determination: 0.9279 - val_loss: 1.5020 - val_coeff_determination: 0.6577
Epoch 319/500
763/763 [==============================] - 0s 66us/step - loss: 0.3160 - coeff_determination: 0.9280 - val_loss: 1.5031 - val_coeff_determination: 0.6575
Epoch 320/500
763/763 [==============================] - 0s 75us/step - loss: 0.3156 - coeff_determination: 0.9281 - val_loss: 1.5042 - val_coeff_determination: 0.6572
Epoch 321/500
763/763 [==============================] - 0s 66us/step - loss: 0.3153 - coeff_determination: 0.9281 - val_loss: 1.5049 - val_coeff_determination: 0.6571
Epoch 322/500
763/763 [==============================] - 0s 63us/step - loss: 0.3150 - coeff_determination: 0.9282 - val_loss: 1.5054 - val_coeff_determination: 0.6569
Epoch 323/500
763/763 [==============================] - 0s 69us/step - loss: 0.3146 - coeff_determination: 0.9283 - val_loss: 1.5059 - val_coeff_determination: 0.6568
Epoch 324/500
763/763 [==============================] - 0s 67us/step - loss: 0.3143 - coeff_determination: 0.9284 - val_loss: 1.5065 - val_coeff_determination: 0.6567
Epoch 325/500
763/763 [==============================] - 0s 79us/step - loss: 0.3140 - coeff_determination: 0.9285 - val_loss: 1.5073 - val_coeff_determination: 0.6565
Epoch 326/500
763/763 [==============================] - 0s 67us/step - loss: 0.3137 - coeff_determination: 0.9285 - val_loss: 1.5081 - val_coeff_determination: 0.6563
Epoch 327/500
763/763 [==============================] - 0s 71us/step - loss: 0.3133 - coeff_determination: 0.9286 - val_loss: 1.5091 - val_coeff_determination: 0.6561
Epoch 328/500
763/763 [==============================] - 0s 71us/step - loss: 0.3130 - coeff_determination: 0.9287 - val_loss: 1.5100 - val_coeff_determination: 0.6559
Epoch 329/500
763/763 [==============================] - 0s 69us/step - loss: 0.3128 - coeff_determination: 0.9287 - val_loss: 1.5108 - val_coeff_determination: 0.6557
Epoch 330/500
763/763 [==============================] - 0s 73us/step - loss: 0.3125 - coeff_determination: 0.9288 - val_loss: 1.5111 - val_coeff_determination: 0.6556
Epoch 331/500
763/763 [==============================] - 0s 66us/step - loss: 0.3122 - coeff_determination: 0.9289 - val_loss: 1.5113 - val_coeff_determination: 0.6556
Epoch 332/500
763/763 [==============================] - 0s 60us/step - loss: 0.3119 - coeff_determination: 0.9289 - val_loss: 1.5117 - val_coeff_determination: 0.6555
Epoch 333/500
763/763 [==============================] - 0s 69us/step - loss: 0.3116 - coeff_determination: 0.9290 - val_loss: 1.5122 - val_coeff_determination: 0.6554
Epoch 334/500
763/763 [==============================] - 0s 64us/step - loss: 0.3114 - coeff_determination: 0.9290 - val_loss: 1.5128 - val_coeff_determination: 0.6552
Epoch 335/500
763/763 [==============================] - 0s 63us/step - loss: 0.3111 - coeff_determination: 0.9291 - val_loss: 1.5134 - val_coeff_determination: 0.6551
Epoch 336/500
763/763 [==============================] - 0s 75us/step - loss: 0.3108 - coeff_determination: 0.9292 - val_loss: 1.5136 - val_coeff_determination: 0.6551
Epoch 337/500
763/763 [==============================] - 0s 52us/step - loss: 0.3106 - coeff_determination: 0.9292 - val_loss: 1.5141 - val_coeff_determination: 0.6550
Epoch 338/500
763/763 [==============================] - 0s 75us/step - loss: 0.3103 - coeff_determination: 0.9293 - val_loss: 1.5150 - val_coeff_determination: 0.6548
Epoch 339/500
763/763 [==============================] - 0s 68us/step - loss: 0.3100 - coeff_determination: 0.9294 - val_loss: 1.5159 - val_coeff_determination: 0.6546
Epoch 340/500
763/763 [==============================] - 0s 46us/step - loss: 0.3098 - coeff_determination: 0.9294 - val_loss: 1.5167 - val_coeff_determination: 0.6544
Epoch 341/500
763/763 [==============================] - 0s 80us/step - loss: 0.3095 - coeff_determination: 0.9295 - val_loss: 1.5174 - val_coeff_determination: 0.6542
Epoch 342/500
763/763 [==============================] - 0s 68us/step - loss: 0.3093 - coeff_determination: 0.9295 - val_loss: 1.5179 - val_coeff_determination: 0.6541
Epoch 343/500
763/763 [==============================] - 0s 62us/step - loss: 0.3090 - coeff_determination: 0.9296 - val_loss: 1.5187 - val_coeff_determination: 0.6539
Epoch 344/500
763/763 [==============================] - 0s 68us/step - loss: 0.3088 - coeff_determination: 0.9296 - val_loss: 1.5193 - val_coeff_determination: 0.6538
Epoch 345/500
763/763 [==============================] - 0s 63us/step - loss: 0.3085 - coeff_determination: 0.9297 - val_loss: 1.5196 - val_coeff_determination: 0.6537
Epoch 346/500
763/763 [==============================] - 0s 66us/step - loss: 0.3083 - coeff_determination: 0.9297 - val_loss: 1.5200 - val_coeff_determination: 0.6536
Epoch 347/500
763/763 [==============================] - 0s 74us/step - loss: 0.3081 - coeff_determination: 0.9298 - val_loss: 1.5203 - val_coeff_determination: 0.6535
Epoch 348/500
763/763 [==============================] - 0s 55us/step - loss: 0.3078 - coeff_determination: 0.9298 - val_loss: 1.5208 - val_coeff_determination: 0.6534
Epoch 349/500
763/763 [==============================] - 0s 80us/step - loss: 0.3076 - coeff_determination: 0.9299 - val_loss: 1.5212 - val_coeff_determination: 0.6533
Epoch 350/500
763/763 [==============================] - 0s 64us/step - loss: 0.3074 - coeff_determination: 0.9300 - val_loss: 1.5217 - val_coeff_determination: 0.6532
Epoch 351/500
763/763 [==============================] - 0s 67us/step - loss: 0.3071 - coeff_determination: 0.9300 - val_loss: 1.5220 - val_coeff_determination: 0.6532
Epoch 352/500
763/763 [==============================] - 0s 67us/step - loss: 0.3069 - coeff_determination: 0.9301 - val_loss: 1.5223 - val_coeff_determination: 0.6531
Epoch 353/500
763/763 [==============================] - 0s 67us/step - loss: 0.3067 - coeff_determination: 0.9301 - val_loss: 1.5228 - val_coeff_determination: 0.6530
Epoch 354/500
763/763 [==============================] - 0s 67us/step - loss: 0.3065 - coeff_determination: 0.9302 - val_loss: 1.5233 - val_coeff_determination: 0.6529
Epoch 355/500
763/763 [==============================] - 0s 66us/step - loss: 0.3062 - coeff_determination: 0.9302 - val_loss: 1.5236 - val_coeff_determination: 0.6528
Epoch 356/500
763/763 [==============================] - 0s 66us/step - loss: 0.3060 - coeff_determination: 0.9303 - val_loss: 1.5239 - val_coeff_determination: 0.6527
Epoch 357/500
763/763 [==============================] - 0s 69us/step - loss: 0.3058 - coeff_determination: 0.9303 - val_loss: 1.5243 - val_coeff_determination: 0.6526
Epoch 358/500
763/763 [==============================] - 0s 71us/step - loss: 0.3055 - coeff_determination: 0.9304 - val_loss: 1.5248 - val_coeff_determination: 0.6525
Epoch 359/500
763/763 [==============================] - 0s 69us/step - loss: 0.3053 - coeff_determination: 0.9304 - val_loss: 1.5257 - val_coeff_determination: 0.6523
Epoch 360/500
763/763 [==============================] - 0s 66us/step - loss: 0.3051 - coeff_determination: 0.9305 - val_loss: 1.5264 - val_coeff_determination: 0.6522
Epoch 361/500
763/763 [==============================] - 0s 67us/step - loss: 0.3049 - coeff_determination: 0.9305 - val_loss: 1.5268 - val_coeff_determination: 0.6521
Epoch 362/500
763/763 [==============================] - 0s 67us/step - loss: 0.3047 - coeff_determination: 0.9306 - val_loss: 1.5270 - val_coeff_determination: 0.6520
Epoch 363/500
763/763 [==============================] - 0s 66us/step - loss: 0.3044 - coeff_determination: 0.9306 - val_loss: 1.5273 - val_coeff_determination: 0.6520
Epoch 364/500
763/763 [==============================] - 0s 64us/step - loss: 0.3042 - coeff_determination: 0.9307 - val_loss: 1.5276 - val_coeff_determination: 0.6519
Epoch 365/500
763/763 [==============================] - 0s 71us/step - loss: 0.3041 - coeff_determination: 0.9307 - val_loss: 1.5280 - val_coeff_determination: 0.6518
Epoch 366/500
763/763 [==============================] - 0s 75us/step - loss: 0.3038 - coeff_determination: 0.9308 - val_loss: 1.5285 - val_coeff_determination: 0.6517
Epoch 367/500
763/763 [==============================] - 0s 63us/step - loss: 0.3036 - coeff_determination: 0.9308 - val_loss: 1.5290 - val_coeff_determination: 0.6516
Epoch 368/500
763/763 [==============================] - 0s 72us/step - loss: 0.3034 - coeff_determination: 0.9309 - val_loss: 1.5295 - val_coeff_determination: 0.6514
Epoch 369/500
763/763 [==============================] - 0s 63us/step - loss: 0.3032 - coeff_determination: 0.9309 - val_loss: 1.5302 - val_coeff_determination: 0.6513
Epoch 370/500
763/763 [==============================] - 0s 72us/step - loss: 0.3030 - coeff_determination: 0.9310 - val_loss: 1.5306 - val_coeff_determination: 0.6512
Epoch 371/500
763/763 [==============================] - 0s 72us/step - loss: 0.3028 - coeff_determination: 0.9310 - val_loss: 1.5310 - val_coeff_determination: 0.6511
Epoch 372/500
763/763 [==============================] - 0s 66us/step - loss: 0.3026 - coeff_determination: 0.9311 - val_loss: 1.5313 - val_coeff_determination: 0.6510
Epoch 373/500
763/763 [==============================] - 0s 69us/step - loss: 0.3023 - coeff_determination: 0.9311 - val_loss: 1.5317 - val_coeff_determination: 0.6510
Epoch 374/500
763/763 [==============================] - 0s 68us/step - loss: 0.3021 - coeff_determination: 0.9311 - val_loss: 1.5319 - val_coeff_determination: 0.6509
Epoch 375/500
763/763 [==============================] - 0s 73us/step - loss: 0.3019 - coeff_determination: 0.9312 - val_loss: 1.5325 - val_coeff_determination: 0.6508
Epoch 376/500
763/763 [==============================] - 0s 66us/step - loss: 0.3017 - coeff_determination: 0.9312 - val_loss: 1.5329 - val_coeff_determination: 0.6507
Epoch 377/500
763/763 [==============================] - 0s 76us/step - loss: 0.3015 - coeff_determination: 0.9313 - val_loss: 1.5332 - val_coeff_determination: 0.6506
Epoch 378/500
763/763 [==============================] - 0s 64us/step - loss: 0.3013 - coeff_determination: 0.9313 - val_loss: 1.5336 - val_coeff_determination: 0.6505
Epoch 379/500
763/763 [==============================] - 0s 68us/step - loss: 0.3011 - coeff_determination: 0.9314 - val_loss: 1.5341 - val_coeff_determination: 0.6504
Epoch 380/500
763/763 [==============================] - 0s 71us/step - loss: 0.3009 - coeff_determination: 0.9314 - val_loss: 1.5346 - val_coeff_determination: 0.6503
Epoch 381/500
763/763 [==============================] - 0s 72us/step - loss: 0.3008 - coeff_determination: 0.9315 - val_loss: 1.5351 - val_coeff_determination: 0.6502
Epoch 382/500
763/763 [==============================] - 0s 68us/step - loss: 0.3006 - coeff_determination: 0.9315 - val_loss: 1.5353 - val_coeff_determination: 0.6501
Epoch 383/500
763/763 [==============================] - 0s 71us/step - loss: 0.3004 - coeff_determination: 0.9316 - val_loss: 1.5357 - val_coeff_determination: 0.6500
Epoch 384/500
763/763 [==============================] - 0s 67us/step - loss: 0.3002 - coeff_determination: 0.9316 - val_loss: 1.5360 - val_coeff_determination: 0.6500
Epoch 385/500
763/763 [==============================] - 0s 63us/step - loss: 0.3000 - coeff_determination: 0.9316 - val_loss: 1.5364 - val_coeff_determination: 0.6499
Epoch 386/500
763/763 [==============================] - 0s 51us/step - loss: 0.2998 - coeff_determination: 0.9317 - val_loss: 1.5366 - val_coeff_determination: 0.6498
Epoch 387/500
763/763 [==============================] - 0s 82us/step - loss: 0.2996 - coeff_determination: 0.9317 - val_loss: 1.5370 - val_coeff_determination: 0.6498
Epoch 388/500
763/763 [==============================] - 0s 58us/step - loss: 0.2994 - coeff_determination: 0.9318 - val_loss: 1.5373 - val_coeff_determination: 0.6497
Epoch 389/500
763/763 [==============================] - 0s 52us/step - loss: 0.2992 - coeff_determination: 0.9318 - val_loss: 1.5377 - val_coeff_determination: 0.6496
Epoch 390/500
763/763 [==============================] - 0s 79us/step - loss: 0.2990 - coeff_determination: 0.9319 - val_loss: 1.5377 - val_coeff_determination: 0.6496
Epoch 391/500
763/763 [==============================] - 0s 48us/step - loss: 0.2988 - coeff_determination: 0.9319 - val_loss: 1.5378 - val_coeff_determination: 0.6496
Epoch 392/500
763/763 [==============================] - 0s 86us/step - loss: 0.2986 - coeff_determination: 0.9319 - val_loss: 1.5379 - val_coeff_determination: 0.6495
Epoch 393/500
763/763 [==============================] - 0s 76us/step - loss: 0.2984 - coeff_determination: 0.9320 - val_loss: 1.5385 - val_coeff_determination: 0.6494
Epoch 394/500
763/763 [==============================] - 0s 80us/step - loss: 0.2983 - coeff_determination: 0.9320 - val_loss: 1.5392 - val_coeff_determination: 0.6493
Epoch 395/500
763/763 [==============================] - 0s 71us/step - loss: 0.2981 - coeff_determination: 0.9321 - val_loss: 1.5397 - val_coeff_determination: 0.6491
Epoch 396/500
763/763 [==============================] - 0s 64us/step - loss: 0.2979 - coeff_determination: 0.9321 - val_loss: 1.5401 - val_coeff_determination: 0.6490
Epoch 397/500
763/763 [==============================] - 0s 68us/step - loss: 0.2977 - coeff_determination: 0.9322 - val_loss: 1.5406 - val_coeff_determination: 0.6489
Epoch 398/500
763/763 [==============================] - 0s 64us/step - loss: 0.2975 - coeff_determination: 0.9322 - val_loss: 1.5409 - val_coeff_determination: 0.6489
Epoch 399/500
763/763 [==============================] - 0s 67us/step - loss: 0.2973 - coeff_determination: 0.9322 - val_loss: 1.5408 - val_coeff_determination: 0.6489
Epoch 400/500
763/763 [==============================] - 0s 77us/step - loss: 0.2971 - coeff_determination: 0.9323 - val_loss: 1.5408 - val_coeff_determination: 0.6489
Epoch 401/500
763/763 [==============================] - 0s 71us/step - loss: 0.2970 - coeff_determination: 0.9323 - val_loss: 1.5414 - val_coeff_determination: 0.6487
Epoch 402/500
763/763 [==============================] - 0s 76us/step - loss: 0.2968 - coeff_determination: 0.9324 - val_loss: 1.5420 - val_coeff_determination: 0.6486
Epoch 403/500
763/763 [==============================] - 0s 72us/step - loss: 0.2966 - coeff_determination: 0.9324 - val_loss: 1.5426 - val_coeff_determination: 0.6485
Epoch 404/500
763/763 [==============================] - 0s 76us/step - loss: 0.2964 - coeff_determination: 0.9325 - val_loss: 1.5430 - val_coeff_determination: 0.6484
Epoch 405/500
763/763 [==============================] - 0s 67us/step - loss: 0.2962 - coeff_determination: 0.9325 - val_loss: 1.5428 - val_coeff_determination: 0.6484
Epoch 406/500
763/763 [==============================] - 0s 72us/step - loss: 0.2961 - coeff_determination: 0.9325 - val_loss: 1.5427 - val_coeff_determination: 0.6484
Epoch 407/500
763/763 [==============================] - 0s 68us/step - loss: 0.2959 - coeff_determination: 0.9326 - val_loss: 1.5430 - val_coeff_determination: 0.6484
Epoch 408/500
763/763 [==============================] - 0s 72us/step - loss: 0.2957 - coeff_determination: 0.9326 - val_loss: 1.5434 - val_coeff_determination: 0.6483
Epoch 409/500
763/763 [==============================] - 0s 71us/step - loss: 0.2955 - coeff_determination: 0.9327 - val_loss: 1.5438 - val_coeff_determination: 0.6482
Epoch 410/500
763/763 [==============================] - 0s 73us/step - loss: 0.2953 - coeff_determination: 0.9327 - val_loss: 1.5448 - val_coeff_determination: 0.6480
Epoch 411/500
763/763 [==============================] - 0s 76us/step - loss: 0.2952 - coeff_determination: 0.9327 - val_loss: 1.5456 - val_coeff_determination: 0.6478
Epoch 412/500
763/763 [==============================] - 0s 75us/step - loss: 0.2950 - coeff_determination: 0.9328 - val_loss: 1.5456 - val_coeff_determination: 0.6478
Epoch 413/500
763/763 [==============================] - 0s 73us/step - loss: 0.2948 - coeff_determination: 0.9328 - val_loss: 1.5454 - val_coeff_determination: 0.6478
Epoch 414/500
763/763 [==============================] - 0s 76us/step - loss: 0.2947 - coeff_determination: 0.9329 - val_loss: 1.5456 - val_coeff_determination: 0.6478
Epoch 415/500
763/763 [==============================] - 0s 69us/step - loss: 0.2945 - coeff_determination: 0.9329 - val_loss: 1.5460 - val_coeff_determination: 0.6477
Epoch 416/500
763/763 [==============================] - 0s 75us/step - loss: 0.2943 - coeff_determination: 0.9329 - val_loss: 1.5465 - val_coeff_determination: 0.6476
Epoch 417/500
763/763 [==============================] - 0s 71us/step - loss: 0.2941 - coeff_determination: 0.9330 - val_loss: 1.5467 - val_coeff_determination: 0.6475
Epoch 418/500
763/763 [==============================] - 0s 73us/step - loss: 0.2940 - coeff_determination: 0.9330 - val_loss: 1.5466 - val_coeff_determination: 0.6475
Epoch 419/500
763/763 [==============================] - 0s 80us/step - loss: 0.2938 - coeff_determination: 0.9330 - val_loss: 1.5466 - val_coeff_determination: 0.6476
Epoch 420/500
763/763 [==============================] - 0s 75us/step - loss: 0.2937 - coeff_determination: 0.9331 - val_loss: 1.5468 - val_coeff_determination: 0.6475
Epoch 421/500
763/763 [==============================] - 0s 72us/step - loss: 0.2935 - coeff_determination: 0.9331 - val_loss: 1.5475 - val_coeff_determination: 0.6474
Epoch 422/500
763/763 [==============================] - 0s 73us/step - loss: 0.2933 - coeff_determination: 0.9332 - val_loss: 1.5484 - val_coeff_determination: 0.6472
Epoch 423/500
763/763 [==============================] - 0s 63us/step - loss: 0.2931 - coeff_determination: 0.9332 - val_loss: 1.5492 - val_coeff_determination: 0.6470
Epoch 424/500
763/763 [==============================] - 0s 68us/step - loss: 0.2929 - coeff_determination: 0.9333 - val_loss: 1.5494 - val_coeff_determination: 0.6469
Epoch 425/500
763/763 [==============================] - 0s 72us/step - loss: 0.2927 - coeff_determination: 0.9333 - val_loss: 1.5495 - val_coeff_determination: 0.6469
Epoch 426/500
763/763 [==============================] - 0s 63us/step - loss: 0.2925 - coeff_determination: 0.9333 - val_loss: 1.5497 - val_coeff_determination: 0.6468
Epoch 427/500
763/763 [==============================] - 0s 69us/step - loss: 0.2923 - coeff_determination: 0.9334 - val_loss: 1.5503 - val_coeff_determination: 0.6467
Epoch 428/500
763/763 [==============================] - 0s 69us/step - loss: 0.2921 - coeff_determination: 0.9334 - val_loss: 1.5506 - val_coeff_determination: 0.6466
Epoch 429/500
763/763 [==============================] - 0s 66us/step - loss: 0.2919 - coeff_determination: 0.9335 - val_loss: 1.5507 - val_coeff_determination: 0.6466
Epoch 430/500
763/763 [==============================] - 0s 62us/step - loss: 0.2917 - coeff_determination: 0.9335 - val_loss: 1.5509 - val_coeff_determination: 0.6466
Epoch 431/500
763/763 [==============================] - 0s 69us/step - loss: 0.2915 - coeff_determination: 0.9336 - val_loss: 1.5513 - val_coeff_determination: 0.6465
Epoch 432/500
763/763 [==============================] - 0s 69us/step - loss: 0.2913 - coeff_determination: 0.9336 - val_loss: 1.5519 - val_coeff_determination: 0.6464
Epoch 433/500
763/763 [==============================] - 0s 69us/step - loss: 0.2911 - coeff_determination: 0.9337 - val_loss: 1.5521 - val_coeff_determination: 0.6463
Epoch 434/500
763/763 [==============================] - 0s 41us/step - loss: 0.2909 - coeff_determination: 0.9337 - val_loss: 1.5519 - val_coeff_determination: 0.6463
Epoch 435/500
763/763 [==============================] - 0s 63us/step - loss: 0.2907 - coeff_determination: 0.9338 - val_loss: 1.5522 - val_coeff_determination: 0.6463
Epoch 436/500
763/763 [==============================] - 0s 64us/step - loss: 0.2905 - coeff_determination: 0.9338 - val_loss: 1.5527 - val_coeff_determination: 0.6462
Epoch 437/500
763/763 [==============================] - 0s 61us/step - loss: 0.2903 - coeff_determination: 0.9338 - val_loss: 1.5534 - val_coeff_determination: 0.6460
Epoch 438/500
763/763 [==============================] - 0s 66us/step - loss: 0.2901 - coeff_determination: 0.9339 - val_loss: 1.5539 - val_coeff_determination: 0.6459
Epoch 439/500
763/763 [==============================] - 0s 62us/step - loss: 0.2900 - coeff_determination: 0.9339 - val_loss: 1.5541 - val_coeff_determination: 0.6459
Epoch 440/500
763/763 [==============================] - 0s 61us/step - loss: 0.2898 - coeff_determination: 0.9340 - val_loss: 1.5542 - val_coeff_determination: 0.6458
Epoch 441/500
763/763 [==============================] - 0s 58us/step - loss: 0.2896 - coeff_determination: 0.9340 - val_loss: 1.5543 - val_coeff_determination: 0.6458
Epoch 442/500
763/763 [==============================] - 0s 52us/step - loss: 0.2894 - coeff_determination: 0.9341 - val_loss: 1.5545 - val_coeff_determination: 0.6457
Epoch 443/500
763/763 [==============================] - 0s 66us/step - loss: 0.2892 - coeff_determination: 0.9341 - val_loss: 1.5548 - val_coeff_determination: 0.6457
Epoch 444/500
763/763 [==============================] - 0s 74us/step - loss: 0.2890 - coeff_determination: 0.9341 - val_loss: 1.5549 - val_coeff_determination: 0.6457
Epoch 445/500
763/763 [==============================] - 0s 71us/step - loss: 0.2888 - coeff_determination: 0.9342 - val_loss: 1.5552 - val_coeff_determination: 0.6456
Epoch 446/500
763/763 [==============================] - 0s 64us/step - loss: 0.2887 - coeff_determination: 0.9342 - val_loss: 1.5554 - val_coeff_determination: 0.6456
Epoch 447/500
763/763 [==============================] - 0s 72us/step - loss: 0.2885 - coeff_determination: 0.9343 - val_loss: 1.5554 - val_coeff_determination: 0.6456
Epoch 448/500
763/763 [==============================] - 0s 71us/step - loss: 0.2883 - coeff_determination: 0.9343 - val_loss: 1.5556 - val_coeff_determination: 0.6455
Epoch 449/500
763/763 [==============================] - 0s 63us/step - loss: 0.2881 - coeff_determination: 0.9343 - val_loss: 1.5559 - val_coeff_determination: 0.6454
Epoch 450/500
763/763 [==============================] - 0s 64us/step - loss: 0.2879 - coeff_determination: 0.9344 - val_loss: 1.5561 - val_coeff_determination: 0.6454
Epoch 451/500
763/763 [==============================] - 0s 63us/step - loss: 0.2878 - coeff_determination: 0.9344 - val_loss: 1.5566 - val_coeff_determination: 0.6453
Epoch 452/500
763/763 [==============================] - 0s 59us/step - loss: 0.2876 - coeff_determination: 0.9345 - val_loss: 1.5570 - val_coeff_determination: 0.6452
Epoch 453/500
763/763 [==============================] - 0s 62us/step - loss: 0.2874 - coeff_determination: 0.9345 - val_loss: 1.5572 - val_coeff_determination: 0.6451
Epoch 454/500
763/763 [==============================] - 0s 60us/step - loss: 0.2872 - coeff_determination: 0.9346 - val_loss: 1.5576 - val_coeff_determination: 0.6451
Epoch 455/500
763/763 [==============================] - 0s 74us/step - loss: 0.2870 - coeff_determination: 0.9346 - val_loss: 1.5584 - val_coeff_determination: 0.6449
Epoch 456/500
763/763 [==============================] - 0s 63us/step - loss: 0.2869 - coeff_determination: 0.9346 - val_loss: 1.5592 - val_coeff_determination: 0.6447
Epoch 457/500
763/763 [==============================] - 0s 54us/step - loss: 0.2867 - coeff_determination: 0.9347 - val_loss: 1.5596 - val_coeff_determination: 0.6446
Epoch 458/500
763/763 [==============================] - 0s 74us/step - loss: 0.2865 - coeff_determination: 0.9347 - val_loss: 1.5600 - val_coeff_determination: 0.6445
Epoch 459/500
763/763 [==============================] - 0s 56us/step - loss: 0.2863 - coeff_determination: 0.9348 - val_loss: 1.5606 - val_coeff_determination: 0.6444
Epoch 460/500
763/763 [==============================] - 0s 94us/step - loss: 0.2861 - coeff_determination: 0.9348 - val_loss: 1.5606 - val_coeff_determination: 0.6444
Epoch 461/500
763/763 [==============================] - 0s 63us/step - loss: 0.2860 - coeff_determination: 0.9348 - val_loss: 1.5607 - val_coeff_determination: 0.6443
Epoch 462/500
763/763 [==============================] - 0s 66us/step - loss: 0.2858 - coeff_determination: 0.9349 - val_loss: 1.5610 - val_coeff_determination: 0.6443
Epoch 463/500
763/763 [==============================] - 0s 66us/step - loss: 0.2856 - coeff_determination: 0.9349 - val_loss: 1.5616 - val_coeff_determination: 0.6441
Epoch 464/500
763/763 [==============================] - 0s 63us/step - loss: 0.2854 - coeff_determination: 0.9350 - val_loss: 1.5620 - val_coeff_determination: 0.6441
Epoch 465/500
763/763 [==============================] - 0s 67us/step - loss: 0.2852 - coeff_determination: 0.9350 - val_loss: 1.5619 - val_coeff_determination: 0.6441
Epoch 466/500
763/763 [==============================] - 0s 63us/step - loss: 0.2850 - coeff_determination: 0.9350 - val_loss: 1.5622 - val_coeff_determination: 0.6440
Epoch 467/500
763/763 [==============================] - 0s 75us/step - loss: 0.2848 - coeff_determination: 0.9351 - val_loss: 1.5624 - val_coeff_determination: 0.6440
Epoch 468/500
763/763 [==============================] - 0s 67us/step - loss: 0.2846 - coeff_determination: 0.9351 - val_loss: 1.5622 - val_coeff_determination: 0.6440
Epoch 469/500
763/763 [==============================] - 0s 66us/step - loss: 0.2844 - coeff_determination: 0.9352 - val_loss: 1.5623 - val_coeff_determination: 0.6440
Epoch 470/500
763/763 [==============================] - 0s 75us/step - loss: 0.2842 - coeff_determination: 0.9352 - val_loss: 1.5622 - val_coeff_determination: 0.6440
Epoch 471/500
763/763 [==============================] - 0s 66us/step - loss: 0.2840 - coeff_determination: 0.9353 - val_loss: 1.5617 - val_coeff_determination: 0.6441
Epoch 472/500
763/763 [==============================] - 0s 63us/step - loss: 0.2837 - coeff_determination: 0.9353 - val_loss: 1.5616 - val_coeff_determination: 0.6441
Epoch 473/500
763/763 [==============================] - 0s 69us/step - loss: 0.2835 - coeff_determination: 0.9354 - val_loss: 1.5619 - val_coeff_determination: 0.6441
Epoch 474/500
763/763 [==============================] - 0s 72us/step - loss: 0.2833 - coeff_determination: 0.9354 - val_loss: 1.5624 - val_coeff_determination: 0.6440
Epoch 475/500
763/763 [==============================] - 0s 71us/step - loss: 0.2832 - coeff_determination: 0.9355 - val_loss: 1.5618 - val_coeff_determination: 0.6441
Epoch 476/500
763/763 [==============================] - 0s 66us/step - loss: 0.2830 - coeff_determination: 0.9355 - val_loss: 1.5613 - val_coeff_determination: 0.6442
Epoch 477/500
763/763 [==============================] - 0s 71us/step - loss: 0.2828 - coeff_determination: 0.9356 - val_loss: 1.5617 - val_coeff_determination: 0.6441
Epoch 478/500
763/763 [==============================] - 0s 69us/step - loss: 0.2826 - coeff_determination: 0.9356 - val_loss: 1.5622 - val_coeff_determination: 0.6440
Epoch 479/500
763/763 [==============================] - 0s 68us/step - loss: 0.2825 - coeff_determination: 0.9356 - val_loss: 1.5622 - val_coeff_determination: 0.6440
Epoch 480/500
763/763 [==============================] - 0s 64us/step - loss: 0.2823 - coeff_determination: 0.9357 - val_loss: 1.5623 - val_coeff_determination: 0.6440
Epoch 481/500
763/763 [==============================] - 0s 75us/step - loss: 0.2821 - coeff_determination: 0.9357 - val_loss: 1.5628 - val_coeff_determination: 0.6439
Epoch 482/500
763/763 [==============================] - 0s 67us/step - loss: 0.2820 - coeff_determination: 0.9357 - val_loss: 1.5631 - val_coeff_determination: 0.6438
Epoch 483/500
763/763 [==============================] - 0s 68us/step - loss: 0.2819 - coeff_determination: 0.9358 - val_loss: 1.5635 - val_coeff_determination: 0.6437
Epoch 484/500
763/763 [==============================] - 0s 63us/step - loss: 0.2817 - coeff_determination: 0.9358 - val_loss: 1.5641 - val_coeff_determination: 0.6436
Epoch 485/500
763/763 [==============================] - 0s 54us/step - loss: 0.2816 - coeff_determination: 0.9358 - val_loss: 1.5651 - val_coeff_determination: 0.6433
Epoch 486/500
763/763 [==============================] - 0s 79us/step - loss: 0.2814 - coeff_determination: 0.9359 - val_loss: 1.5662 - val_coeff_determination: 0.6431
Epoch 487/500
763/763 [==============================] - 0s 62us/step - loss: 0.2811 - coeff_determination: 0.9359 - val_loss: 1.5667 - val_coeff_determination: 0.6430
Epoch 488/500
763/763 [==============================] - 0s 54us/step - loss: 0.2810 - coeff_determination: 0.9360 - val_loss: 1.5669 - val_coeff_determination: 0.6429
Epoch 489/500
763/763 [==============================] - 0s 79us/step - loss: 0.2808 - coeff_determination: 0.9360 - val_loss: 1.5671 - val_coeff_determination: 0.6429
Epoch 490/500
763/763 [==============================] - 0s 50us/step - loss: 0.2807 - coeff_determination: 0.9360 - val_loss: 1.5672 - val_coeff_determination: 0.6429
Epoch 491/500
763/763 [==============================] - 0s 74us/step - loss: 0.2805 - coeff_determination: 0.9361 - val_loss: 1.5671 - val_coeff_determination: 0.6429
Epoch 492/500
763/763 [==============================] - 0s 62us/step - loss: 0.2804 - coeff_determination: 0.9361 - val_loss: 1.5668 - val_coeff_determination: 0.6430
Epoch 493/500
763/763 [==============================] - 0s 66us/step - loss: 0.2802 - coeff_determination: 0.9361 - val_loss: 1.5670 - val_coeff_determination: 0.6429
Epoch 494/500
763/763 [==============================] - 0s 72us/step - loss: 0.2800 - coeff_determination: 0.9362 - val_loss: 1.5675 - val_coeff_determination: 0.6428
Epoch 495/500
763/763 [==============================] - 0s 67us/step - loss: 0.2799 - coeff_determination: 0.9362 - val_loss: 1.5681 - val_coeff_determination: 0.6427
Epoch 496/500
763/763 [==============================] - 0s 69us/step - loss: 0.2797 - coeff_determination: 0.9363 - val_loss: 1.5688 - val_coeff_determination: 0.6425
Epoch 497/500
763/763 [==============================] - 0s 69us/step - loss: 0.2796 - coeff_determination: 0.9363 - val_loss: 1.5698 - val_coeff_determination: 0.6423
Epoch 498/500
763/763 [==============================] - 0s 68us/step - loss: 0.2794 - coeff_determination: 0.9363 - val_loss: 1.5704 - val_coeff_determination: 0.6421
Epoch 499/500
763/763 [==============================] - 0s 64us/step - loss: 0.2793 - coeff_determination: 0.9364 - val_loss: 1.5703 - val_coeff_determination: 0.6421
Epoch 500/500
763/763 [==============================] - 0s 68us/step - loss: 0.2791 - coeff_determination: 0.9364 - val_loss: 1.5702 - val_coeff_determination: 0.6422
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 1s 770us/step - loss: 14.0703 - coeff_determination: -2.2366 - val_loss: 13.3603 - val_coeff_determination: -1.9872
Epoch 2/500
763/763 [==============================] - 0s 53us/step - loss: 13.8787 - coeff_determination: -2.1925 - val_loss: 13.2870 - val_coeff_determination: -1.9708
Epoch 3/500
763/763 [==============================] - 0s 41us/step - loss: 13.8055 - coeff_determination: -2.1757 - val_loss: 13.1174 - val_coeff_determination: -1.9329
Epoch 4/500
763/763 [==============================] - 0s 63us/step - loss: 13.6338 - coeff_determination: -2.1362 - val_loss: 12.6130 - val_coeff_determination: -1.8201
Epoch 5/500
763/763 [==============================] - 0s 46us/step - loss: 13.1247 - coeff_determination: -2.0191 - val_loss: 12.0239 - val_coeff_determination: -1.6884
Epoch 6/500
763/763 [==============================] - 0s 82us/step - loss: 12.5193 - coeff_determination: -1.8798 - val_loss: 11.4247 - val_coeff_determination: -1.5544
Epoch 7/500
763/763 [==============================] - 0s 69us/step - loss: 11.9171 - coeff_determination: -1.7413 - val_loss: 10.8586 - val_coeff_determination: -1.4278
Epoch 8/500
763/763 [==============================] - 0s 64us/step - loss: 11.3508 - coeff_determination: -1.6110 - val_loss: 10.2604 - val_coeff_determination: -1.2941
Epoch 9/500
763/763 [==============================] - 0s 77us/step - loss: 10.7470 - coeff_determination: -1.4721 - val_loss: 9.5885 - val_coeff_determination: -1.1439
Epoch 10/500
763/763 [==============================] - 0s 77us/step - loss: 10.0695 - coeff_determination: -1.3163 - val_loss: 8.8715 - val_coeff_determination: -0.9836
Epoch 11/500
763/763 [==============================] - 0s 69us/step - loss: 9.3448 - coeff_determination: -1.1496 - val_loss: 8.1217 - val_coeff_determination: -0.8159
Epoch 12/500
763/763 [==============================] - 0s 64us/step - loss: 8.5875 - coeff_determination: -0.9754 - val_loss: 7.3759 - val_coeff_determination: -0.6491
Epoch 13/500
763/763 [==============================] - 0s 46us/step - loss: 7.8355 - coeff_determination: -0.8024 - val_loss: 6.6794 - val_coeff_determination: -0.4934
Epoch 14/500
763/763 [==============================] - 0s 63us/step - loss: 7.1345 - coeff_determination: -0.6411 - val_loss: 6.0921 - val_coeff_determination: -0.3621
Epoch 15/500
763/763 [==============================] - 0s 80us/step - loss: 6.5432 - coeff_determination: -0.5051 - val_loss: 5.6668 - val_coeff_determination: -0.2670
Epoch 16/500
763/763 [==============================] - 0s 68us/step - loss: 6.1113 - coeff_determination: -0.4058 - val_loss: 5.4410 - val_coeff_determination: -0.2165
Epoch 17/500
763/763 [==============================] - 0s 66us/step - loss: 5.8718 - coeff_determination: -0.3507 - val_loss: 5.4135 - val_coeff_determination: -0.2104
Epoch 18/500
763/763 [==============================] - 0s 81us/step - loss: 5.8205 - coeff_determination: -0.3389 - val_loss: 5.5101 - val_coeff_determination: -0.2320
Epoch 19/500
763/763 [==============================] - 0s 66us/step - loss: 5.8828 - coeff_determination: -0.3532 - val_loss: 5.5977 - val_coeff_determination: -0.2516
Epoch 20/500
763/763 [==============================] - 0s 63us/step - loss: 5.9298 - coeff_determination: -0.3640 - val_loss: 5.5645 - val_coeff_determination: -0.2441
Epoch 21/500
763/763 [==============================] - 0s 65us/step - loss: 5.8552 - coeff_determination: -0.3469 - val_loss: 5.3764 - val_coeff_determination: -0.2021
Epoch 22/500
763/763 [==============================] - 0s 62us/step - loss: 5.6231 - coeff_determination: -0.2935 - val_loss: 5.0703 - val_coeff_determination: -0.1336
Epoch 23/500
763/763 [==============================] - 0s 73us/step - loss: 5.2757 - coeff_determination: -0.2136 - val_loss: 4.6852 - val_coeff_determination: -0.0476
Epoch 24/500
763/763 [==============================] - 0s 62us/step - loss: 4.8610 - coeff_determination: -0.1182 - val_loss: 4.2763 - val_coeff_determination: 0.0439
Epoch 25/500
763/763 [==============================] - 0s 60us/step - loss: 4.4266 - coeff_determination: -0.0182 - val_loss: 3.9539 - val_coeff_determination: 0.1160
Epoch 26/500
763/763 [==============================] - 0s 66us/step - loss: 4.0904 - coeff_determination: 0.0591 - val_loss: 3.7146 - val_coeff_determination: 0.1695
Epoch 27/500
763/763 [==============================] - 0s 68us/step - loss: 3.8804 - coeff_determination: 0.1074 - val_loss: 3.6452 - val_coeff_determination: 0.1850
Epoch 28/500
763/763 [==============================] - 0s 69us/step - loss: 3.8415 - coeff_determination: 0.1163 - val_loss: 3.5364 - val_coeff_determination: 0.2093
Epoch 29/500
763/763 [==============================] - 0s 69us/step - loss: 3.7610 - coeff_determination: 0.1349 - val_loss: 3.4017 - val_coeff_determination: 0.2394
Epoch 30/500
763/763 [==============================] - 0s 67us/step - loss: 3.6262 - coeff_determination: 0.1659 - val_loss: 3.2213 - val_coeff_determination: 0.2798
Epoch 31/500
763/763 [==============================] - 0s 64us/step - loss: 3.4352 - coeff_determination: 0.2098 - val_loss: 3.0522 - val_coeff_determination: 0.3176
Epoch 32/500
763/763 [==============================] - 0s 69us/step - loss: 3.2502 - coeff_determination: 0.2524 - val_loss: 2.9101 - val_coeff_determination: 0.3493
Epoch 33/500
763/763 [==============================] - 0s 54us/step - loss: 3.0886 - coeff_determination: 0.2895 - val_loss: 2.7943 - val_coeff_determination: 0.3752
Epoch 34/500
763/763 [==============================] - 0s 68us/step - loss: 2.9509 - coeff_determination: 0.3212 - val_loss: 2.6935 - val_coeff_determination: 0.3978
Epoch 35/500
763/763 [==============================] - 0s 59us/step - loss: 2.8311 - coeff_determination: 0.3488 - val_loss: 2.5947 - val_coeff_determination: 0.4199
Epoch 36/500
763/763 [==============================] - 0s 66us/step - loss: 2.7196 - coeff_determination: 0.3744 - val_loss: 2.4791 - val_coeff_determination: 0.4457
Epoch 37/500
763/763 [==============================] - 0s 80us/step - loss: 2.6057 - coeff_determination: 0.4006 - val_loss: 2.3542 - val_coeff_determination: 0.4736
Epoch 38/500
763/763 [==============================] - 0s 69us/step - loss: 2.4860 - coeff_determination: 0.4281 - val_loss: 2.2351 - val_coeff_determination: 0.5003
Epoch 39/500
763/763 [==============================] - 0s 67us/step - loss: 2.3814 - coeff_determination: 0.4522 - val_loss: 2.1431 - val_coeff_determination: 0.5208
Epoch 40/500
763/763 [==============================] - 0s 62us/step - loss: 2.3003 - coeff_determination: 0.4709 - val_loss: 2.0546 - val_coeff_determination: 0.5406
Epoch 41/500
763/763 [==============================] - 0s 63us/step - loss: 2.2099 - coeff_determination: 0.4917 - val_loss: 1.9945 - val_coeff_determination: 0.5541
Epoch 42/500
763/763 [==============================] - 0s 71us/step - loss: 2.1347 - coeff_determination: 0.5089 - val_loss: 1.9507 - val_coeff_determination: 0.5638
Epoch 43/500
763/763 [==============================] - 0s 73us/step - loss: 2.0695 - coeff_determination: 0.5240 - val_loss: 1.9016 - val_coeff_determination: 0.5748
Epoch 44/500
763/763 [==============================] - 0s 68us/step - loss: 1.9975 - coeff_determination: 0.5405 - val_loss: 1.8583 - val_coeff_determination: 0.5845
Epoch 45/500
763/763 [==============================] - 0s 64us/step - loss: 1.9283 - coeff_determination: 0.5564 - val_loss: 1.8268 - val_coeff_determination: 0.5916
Epoch 46/500
763/763 [==============================] - 0s 60us/step - loss: 1.8694 - coeff_determination: 0.5700 - val_loss: 1.8019 - val_coeff_determination: 0.5971
Epoch 47/500
763/763 [==============================] - 0s 87us/step - loss: 1.8192 - coeff_determination: 0.5815 - val_loss: 1.7796 - val_coeff_determination: 0.6021
Epoch 48/500
763/763 [==============================] - 0s 63us/step - loss: 1.7698 - coeff_determination: 0.5929 - val_loss: 1.7646 - val_coeff_determination: 0.6055
Epoch 49/500
763/763 [==============================] - 0s 68us/step - loss: 1.7294 - coeff_determination: 0.6022 - val_loss: 1.7545 - val_coeff_determination: 0.6077
Epoch 50/500
763/763 [==============================] - 0s 72us/step - loss: 1.6948 - coeff_determination: 0.6101 - val_loss: 1.7415 - val_coeff_determination: 0.6106
Epoch 51/500
763/763 [==============================] - 0s 51us/step - loss: 1.6567 - coeff_determination: 0.6189 - val_loss: 1.7268 - val_coeff_determination: 0.6139
Epoch 52/500
763/763 [==============================] - 0s 66us/step - loss: 1.6171 - coeff_determination: 0.6280 - val_loss: 1.7132 - val_coeff_determination: 0.6170
Epoch 53/500
763/763 [==============================] - 0s 68us/step - loss: 1.5789 - coeff_determination: 0.6368 - val_loss: 1.7000 - val_coeff_determination: 0.6199
Epoch 54/500
763/763 [==============================] - 0s 64us/step - loss: 1.5410 - coeff_determination: 0.6455 - val_loss: 1.6889 - val_coeff_determination: 0.6224
Epoch 55/500
763/763 [==============================] - 0s 71us/step - loss: 1.5048 - coeff_determination: 0.6539 - val_loss: 1.6798 - val_coeff_determination: 0.6244
Epoch 56/500
763/763 [==============================] - 0s 68us/step - loss: 1.4733 - coeff_determination: 0.6611 - val_loss: 1.6635 - val_coeff_determination: 0.6281
Epoch 57/500
763/763 [==============================] - 0s 66us/step - loss: 1.4400 - coeff_determination: 0.6688 - val_loss: 1.6425 - val_coeff_determination: 0.6328
Epoch 58/500
763/763 [==============================] - 0s 67us/step - loss: 1.4061 - coeff_determination: 0.6766 - val_loss: 1.6205 - val_coeff_determination: 0.6377
Epoch 59/500
763/763 [==============================] - 0s 75us/step - loss: 1.3716 - coeff_determination: 0.6845 - val_loss: 1.5997 - val_coeff_determination: 0.6423
Epoch 60/500
763/763 [==============================] - 0s 71us/step - loss: 1.3357 - coeff_determination: 0.6927 - val_loss: 1.5823 - val_coeff_determination: 0.6462
Epoch 61/500
763/763 [==============================] - 0s 68us/step - loss: 1.3024 - coeff_determination: 0.7004 - val_loss: 1.5640 - val_coeff_determination: 0.6503
Epoch 62/500
763/763 [==============================] - 0s 63us/step - loss: 1.2717 - coeff_determination: 0.7075 - val_loss: 1.5486 - val_coeff_determination: 0.6537
Epoch 63/500
763/763 [==============================] - 0s 81us/step - loss: 1.2443 - coeff_determination: 0.7138 - val_loss: 1.5357 - val_coeff_determination: 0.6566
Epoch 64/500
763/763 [==============================] - 0s 67us/step - loss: 1.2186 - coeff_determination: 0.7197 - val_loss: 1.5256 - val_coeff_determination: 0.6589
Epoch 65/500
763/763 [==============================] - 0s 73us/step - loss: 1.1942 - coeff_determination: 0.7253 - val_loss: 1.5171 - val_coeff_determination: 0.6608
Epoch 66/500
763/763 [==============================] - 0s 64us/step - loss: 1.1728 - coeff_determination: 0.7302 - val_loss: 1.5091 - val_coeff_determination: 0.6626
Epoch 67/500
763/763 [==============================] - 0s 67us/step - loss: 1.1523 - coeff_determination: 0.7349 - val_loss: 1.5042 - val_coeff_determination: 0.6637
Epoch 68/500
763/763 [==============================] - 0s 67us/step - loss: 1.1332 - coeff_determination: 0.7393 - val_loss: 1.5016 - val_coeff_determination: 0.6643
Epoch 69/500
763/763 [==============================] - 0s 72us/step - loss: 1.1139 - coeff_determination: 0.7438 - val_loss: 1.4983 - val_coeff_determination: 0.6650
Epoch 70/500
763/763 [==============================] - 0s 77us/step - loss: 1.0949 - coeff_determination: 0.7481 - val_loss: 1.4940 - val_coeff_determination: 0.6660
Epoch 71/500
763/763 [==============================] - 0s 73us/step - loss: 1.0760 - coeff_determination: 0.7525 - val_loss: 1.4899 - val_coeff_determination: 0.6669
Epoch 72/500
763/763 [==============================] - 0s 66us/step - loss: 1.0578 - coeff_determination: 0.7567 - val_loss: 1.4889 - val_coeff_determination: 0.6671
Epoch 73/500
763/763 [==============================] - 0s 68us/step - loss: 1.0403 - coeff_determination: 0.7607 - val_loss: 1.4898 - val_coeff_determination: 0.6669
Epoch 74/500
763/763 [==============================] - 0s 64us/step - loss: 1.0237 - coeff_determination: 0.7645 - val_loss: 1.4887 - val_coeff_determination: 0.6671
Epoch 75/500
763/763 [==============================] - 0s 63us/step - loss: 1.0082 - coeff_determination: 0.7681 - val_loss: 1.4891 - val_coeff_determination: 0.6671
Epoch 76/500
763/763 [==============================] - 0s 68us/step - loss: 0.9932 - coeff_determination: 0.7715 - val_loss: 1.4897 - val_coeff_determination: 0.6669
Epoch 77/500
763/763 [==============================] - 0s 80us/step - loss: 0.9785 - coeff_determination: 0.7749 - val_loss: 1.4890 - val_coeff_determination: 0.6671
Epoch 78/500
763/763 [==============================] - 0s 69us/step - loss: 0.9643 - coeff_determination: 0.7782 - val_loss: 1.4883 - val_coeff_determination: 0.6672
Epoch 79/500
763/763 [==============================] - 0s 67us/step - loss: 0.9506 - coeff_determination: 0.7813 - val_loss: 1.4885 - val_coeff_determination: 0.6672
Epoch 80/500
763/763 [==============================] - 0s 72us/step - loss: 0.9375 - coeff_determination: 0.7843 - val_loss: 1.4927 - val_coeff_determination: 0.6663
Epoch 81/500
763/763 [==============================] - 0s 66us/step - loss: 0.9253 - coeff_determination: 0.7872 - val_loss: 1.4857 - val_coeff_determination: 0.6678
Epoch 82/500
763/763 [==============================] - 0s 62us/step - loss: 0.9137 - coeff_determination: 0.7898 - val_loss: 1.4877 - val_coeff_determination: 0.6674
Epoch 83/500
763/763 [==============================] - 0s 62us/step - loss: 0.9011 - coeff_determination: 0.7927 - val_loss: 1.4888 - val_coeff_determination: 0.6671
Epoch 84/500
763/763 [==============================] - 0s 64us/step - loss: 0.8900 - coeff_determination: 0.7953 - val_loss: 1.4815 - val_coeff_determination: 0.6688
Epoch 85/500
763/763 [==============================] - 0s 71us/step - loss: 0.8782 - coeff_determination: 0.7980 - val_loss: 1.4791 - val_coeff_determination: 0.6693
Epoch 86/500
763/763 [==============================] - 0s 58us/step - loss: 0.8668 - coeff_determination: 0.8006 - val_loss: 1.4762 - val_coeff_determination: 0.6699
Epoch 87/500
763/763 [==============================] - 0s 75us/step - loss: 0.8563 - coeff_determination: 0.8030 - val_loss: 1.4670 - val_coeff_determination: 0.6720
Epoch 88/500
763/763 [==============================] - 0s 54us/step - loss: 0.8459 - coeff_determination: 0.8054 - val_loss: 1.4667 - val_coeff_determination: 0.6721
Epoch 89/500
763/763 [==============================] - 0s 93us/step - loss: 0.8350 - coeff_determination: 0.8079 - val_loss: 1.4662 - val_coeff_determination: 0.6722
Epoch 90/500
763/763 [==============================] - 0s 71us/step - loss: 0.8252 - coeff_determination: 0.8102 - val_loss: 1.4588 - val_coeff_determination: 0.6738
Epoch 91/500
763/763 [==============================] - 0s 71us/step - loss: 0.8155 - coeff_determination: 0.8124 - val_loss: 1.4624 - val_coeff_determination: 0.6730
Epoch 92/500
763/763 [==============================] - 0s 62us/step - loss: 0.8051 - coeff_determination: 0.8148 - val_loss: 1.4584 - val_coeff_determination: 0.6739
Epoch 93/500
763/763 [==============================] - 0s 44us/step - loss: 0.7955 - coeff_determination: 0.8170 - val_loss: 1.4613 - val_coeff_determination: 0.6733
Epoch 94/500
763/763 [==============================] - 0s 81us/step - loss: 0.7860 - coeff_determination: 0.8192 - val_loss: 1.4608 - val_coeff_determination: 0.6734
Epoch 95/500
763/763 [==============================] - 0s 59us/step - loss: 0.7769 - coeff_determination: 0.8213 - val_loss: 1.4634 - val_coeff_determination: 0.6728
Epoch 96/500
763/763 [==============================] - 0s 59us/step - loss: 0.7680 - coeff_determination: 0.8233 - val_loss: 1.4696 - val_coeff_determination: 0.6714
Epoch 97/500
763/763 [==============================] - 0s 64us/step - loss: 0.7605 - coeff_determination: 0.8251 - val_loss: 1.4582 - val_coeff_determination: 0.6740
Epoch 98/500
763/763 [==============================] - 0s 68us/step - loss: 0.7537 - coeff_determination: 0.8266 - val_loss: 1.4720 - val_coeff_determination: 0.6709
Epoch 99/500
763/763 [==============================] - 0s 62us/step - loss: 0.7445 - coeff_determination: 0.8287 - val_loss: 1.4641 - val_coeff_determination: 0.6726
Epoch 100/500
763/763 [==============================] - 0s 77us/step - loss: 0.7354 - coeff_determination: 0.8308 - val_loss: 1.4610 - val_coeff_determination: 0.6733
Epoch 101/500
763/763 [==============================] - 0s 81us/step - loss: 0.7291 - coeff_determination: 0.8323 - val_loss: 1.4766 - val_coeff_determination: 0.6699
Epoch 102/500
763/763 [==============================] - 0s 60us/step - loss: 0.7231 - coeff_determination: 0.8337 - val_loss: 1.4637 - val_coeff_determination: 0.6727
Epoch 103/500
763/763 [==============================] - 0s 63us/step - loss: 0.7148 - coeff_determination: 0.8356 - val_loss: 1.4719 - val_coeff_determination: 0.6709
Epoch 104/500
763/763 [==============================] - 0s 63us/step - loss: 0.7071 - coeff_determination: 0.8373 - val_loss: 1.4742 - val_coeff_determination: 0.6704
Epoch 105/500
763/763 [==============================] - 0s 68us/step - loss: 0.7005 - coeff_determination: 0.8389 - val_loss: 1.4712 - val_coeff_determination: 0.6711
Epoch 106/500
763/763 [==============================] - 0s 72us/step - loss: 0.6955 - coeff_determination: 0.8400 - val_loss: 1.4869 - val_coeff_determination: 0.6676
Epoch 107/500
763/763 [==============================] - 0s 64us/step - loss: 0.6894 - coeff_determination: 0.8414 - val_loss: 1.4812 - val_coeff_determination: 0.6688
Epoch 108/500
763/763 [==============================] - 0s 75us/step - loss: 0.6823 - coeff_determination: 0.8431 - val_loss: 1.4865 - val_coeff_determination: 0.6676
Epoch 109/500
763/763 [==============================] - 0s 64us/step - loss: 0.6760 - coeff_determination: 0.8445 - val_loss: 1.4945 - val_coeff_determination: 0.6658
Epoch 110/500
763/763 [==============================] - 0s 77us/step - loss: 0.6713 - coeff_determination: 0.8456 - val_loss: 1.4851 - val_coeff_determination: 0.6679
Epoch 111/500
763/763 [==============================] - 0s 60us/step - loss: 0.6661 - coeff_determination: 0.8468 - val_loss: 1.4964 - val_coeff_determination: 0.6654
Epoch 112/500
763/763 [==============================] - 0s 77us/step - loss: 0.6612 - coeff_determination: 0.8479 - val_loss: 1.4865 - val_coeff_determination: 0.6676
Epoch 113/500
763/763 [==============================] - 0s 69us/step - loss: 0.6556 - coeff_determination: 0.8492 - val_loss: 1.4956 - val_coeff_determination: 0.6656
Epoch 114/500
763/763 [==============================] - 0s 72us/step - loss: 0.6498 - coeff_determination: 0.8505 - val_loss: 1.4989 - val_coeff_determination: 0.6649
Epoch 115/500
763/763 [==============================] - 0s 67us/step - loss: 0.6447 - coeff_determination: 0.8517 - val_loss: 1.4995 - val_coeff_determination: 0.6647
Epoch 116/500
763/763 [==============================] - 0s 66us/step - loss: 0.6404 - coeff_determination: 0.8527 - val_loss: 1.5102 - val_coeff_determination: 0.6623
Epoch 117/500
763/763 [==============================] - 0s 73us/step - loss: 0.6361 - coeff_determination: 0.8537 - val_loss: 1.5030 - val_coeff_determination: 0.6640
Epoch 118/500
763/763 [==============================] - 0s 71us/step - loss: 0.6325 - coeff_determination: 0.8545 - val_loss: 1.5152 - val_coeff_determination: 0.6612
Epoch 119/500
763/763 [==============================] - 0s 67us/step - loss: 0.6282 - coeff_determination: 0.8555 - val_loss: 1.5164 - val_coeff_determination: 0.6610
Epoch 120/500
763/763 [==============================] - 0s 69us/step - loss: 0.6232 - coeff_determination: 0.8567 - val_loss: 1.5224 - val_coeff_determination: 0.6596
Epoch 121/500
763/763 [==============================] - 0s 64us/step - loss: 0.6197 - coeff_determination: 0.8574 - val_loss: 1.5355 - val_coeff_determination: 0.6567
Epoch 122/500
763/763 [==============================] - 0s 83us/step - loss: 0.6171 - coeff_determination: 0.8581 - val_loss: 1.5271 - val_coeff_determination: 0.6586
Epoch 123/500
763/763 [==============================] - 0s 73us/step - loss: 0.6130 - coeff_determination: 0.8590 - val_loss: 1.5392 - val_coeff_determination: 0.6559
Epoch 124/500
763/763 [==============================] - 0s 67us/step - loss: 0.6094 - coeff_determination: 0.8598 - val_loss: 1.5326 - val_coeff_determination: 0.6573
Epoch 125/500
763/763 [==============================] - 0s 68us/step - loss: 0.6070 - coeff_determination: 0.8604 - val_loss: 1.5501 - val_coeff_determination: 0.6534
Epoch 126/500
763/763 [==============================] - 0s 68us/step - loss: 0.6029 - coeff_determination: 0.8613 - val_loss: 1.5527 - val_coeff_determination: 0.6528
Epoch 127/500
763/763 [==============================] - 0s 69us/step - loss: 0.5986 - coeff_determination: 0.8623 - val_loss: 1.5572 - val_coeff_determination: 0.6518
Epoch 128/500
763/763 [==============================] - 0s 64us/step - loss: 0.5959 - coeff_determination: 0.8629 - val_loss: 1.5609 - val_coeff_determination: 0.6510
Epoch 129/500
763/763 [==============================] - 0s 68us/step - loss: 0.5930 - coeff_determination: 0.8636 - val_loss: 1.5484 - val_coeff_determination: 0.6538
Epoch 130/500
763/763 [==============================] - 0s 72us/step - loss: 0.5906 - coeff_determination: 0.8641 - val_loss: 1.5656 - val_coeff_determination: 0.6500
Epoch 131/500
763/763 [==============================] - 0s 58us/step - loss: 0.5888 - coeff_determination: 0.8646 - val_loss: 1.5580 - val_coeff_determination: 0.6516
Epoch 132/500
763/763 [==============================] - 0s 70us/step - loss: 0.5852 - coeff_determination: 0.8654 - val_loss: 1.5796 - val_coeff_determination: 0.6468
Epoch 133/500
763/763 [==============================] - 0s 59us/step - loss: 0.5815 - coeff_determination: 0.8662 - val_loss: 1.5789 - val_coeff_determination: 0.6470
Epoch 134/500
763/763 [==============================] - 0s 72us/step - loss: 0.5784 - coeff_determination: 0.8669 - val_loss: 1.5825 - val_coeff_determination: 0.6462
Epoch 135/500
763/763 [==============================] - 0s 64us/step - loss: 0.5758 - coeff_determination: 0.8676 - val_loss: 1.5723 - val_coeff_determination: 0.6485
Epoch 136/500
763/763 [==============================] - 0s 67us/step - loss: 0.5739 - coeff_determination: 0.8680 - val_loss: 1.5890 - val_coeff_determination: 0.6447
Epoch 137/500
763/763 [==============================] - 0s 68us/step - loss: 0.5732 - coeff_determination: 0.8682 - val_loss: 1.5705 - val_coeff_determination: 0.6489
Epoch 138/500
763/763 [==============================] - 0s 64us/step - loss: 0.5750 - coeff_determination: 0.8677 - val_loss: 1.6168 - val_coeff_determination: 0.6385
Epoch 139/500
763/763 [==============================] - 0s 69us/step - loss: 0.5762 - coeff_determination: 0.8675 - val_loss: 1.5783 - val_coeff_determination: 0.6471
Epoch 140/500
763/763 [==============================] - 0s 60us/step - loss: 0.5753 - coeff_determination: 0.8677 - val_loss: 1.6066 - val_coeff_determination: 0.6408
Epoch 141/500
763/763 [==============================] - 0s 84us/step - loss: 0.5666 - coeff_determination: 0.8697 - val_loss: 1.5907 - val_coeff_determination: 0.6443
Epoch 142/500
763/763 [==============================] - 0s 68us/step - loss: 0.5603 - coeff_determination: 0.8711 - val_loss: 1.5824 - val_coeff_determination: 0.6462
Epoch 143/500
763/763 [==============================] - 0s 64us/step - loss: 0.5627 - coeff_determination: 0.8706 - val_loss: 1.6245 - val_coeff_determination: 0.6368
Epoch 144/500
763/763 [==============================] - 0s 76us/step - loss: 0.5640 - coeff_determination: 0.8703 - val_loss: 1.5943 - val_coeff_determination: 0.6435
Epoch 145/500
763/763 [==============================] - 0s 64us/step - loss: 0.5574 - coeff_determination: 0.8718 - val_loss: 1.6086 - val_coeff_determination: 0.6403
Epoch 146/500
763/763 [==============================] - 0s 66us/step - loss: 0.5517 - coeff_determination: 0.8731 - val_loss: 1.6278 - val_coeff_determination: 0.6360
Epoch 147/500
763/763 [==============================] - 0s 80us/step - loss: 0.5528 - coeff_determination: 0.8728 - val_loss: 1.6060 - val_coeff_determination: 0.6409
Epoch 148/500
763/763 [==============================] - 0s 84us/step - loss: 0.5531 - coeff_determination: 0.8728 - val_loss: 1.6330 - val_coeff_determination: 0.6349
Epoch 149/500
763/763 [==============================] - 0s 67us/step - loss: 0.5484 - coeff_determination: 0.8738 - val_loss: 1.6179 - val_coeff_determination: 0.6382
Epoch 150/500
763/763 [==============================] - 0s 66us/step - loss: 0.5435 - coeff_determination: 0.8750 - val_loss: 1.6202 - val_coeff_determination: 0.6377
Epoch 151/500
763/763 [==============================] - 0s 76us/step - loss: 0.5416 - coeff_determination: 0.8754 - val_loss: 1.6401 - val_coeff_determination: 0.6333
Epoch 152/500
763/763 [==============================] - 0s 52us/step - loss: 0.5420 - coeff_determination: 0.8753 - val_loss: 1.6180 - val_coeff_determination: 0.6382
Epoch 153/500
763/763 [==============================] - 0s 86us/step - loss: 0.5415 - coeff_determination: 0.8754 - val_loss: 1.6388 - val_coeff_determination: 0.6336
Epoch 154/500
763/763 [==============================] - 0s 73us/step - loss: 0.5377 - coeff_determination: 0.8763 - val_loss: 1.6209 - val_coeff_determination: 0.6376
Epoch 155/500
763/763 [==============================] - 0s 85us/step - loss: 0.5340 - coeff_determination: 0.8772 - val_loss: 1.6245 - val_coeff_determination: 0.6368
Epoch 156/500
763/763 [==============================] - 0s 64us/step - loss: 0.5319 - coeff_determination: 0.8776 - val_loss: 1.6406 - val_coeff_determination: 0.6332
Epoch 157/500
763/763 [==============================] - 0s 79us/step - loss: 0.5314 - coeff_determination: 0.8778 - val_loss: 1.6306 - val_coeff_determination: 0.6354
Epoch 158/500
763/763 [==============================] - 0s 88us/step - loss: 0.5301 - coeff_determination: 0.8781 - val_loss: 1.6460 - val_coeff_determination: 0.6320
Epoch 159/500
763/763 [==============================] - 0s 54us/step - loss: 0.5273 - coeff_determination: 0.8787 - val_loss: 1.6432 - val_coeff_determination: 0.6326
Epoch 160/500
763/763 [==============================] - 0s 75us/step - loss: 0.5248 - coeff_determination: 0.8793 - val_loss: 1.6425 - val_coeff_determination: 0.6327
Epoch 161/500
763/763 [==============================] - 0s 73us/step - loss: 0.5236 - coeff_determination: 0.8796 - val_loss: 1.6530 - val_coeff_determination: 0.6304
Epoch 162/500
763/763 [==============================] - 0s 76us/step - loss: 0.5221 - coeff_determination: 0.8799 - val_loss: 1.6434 - val_coeff_determination: 0.6326
Epoch 163/500
763/763 [==============================] - 0s 73us/step - loss: 0.5211 - coeff_determination: 0.8801 - val_loss: 1.6581 - val_coeff_determination: 0.6293
Epoch 164/500
763/763 [==============================] - 0s 64us/step - loss: 0.5191 - coeff_determination: 0.8806 - val_loss: 1.6521 - val_coeff_determination: 0.6306
Epoch 165/500
763/763 [==============================] - 0s 68us/step - loss: 0.5166 - coeff_determination: 0.8812 - val_loss: 1.6612 - val_coeff_determination: 0.6286
Epoch 166/500
763/763 [==============================] - 0s 75us/step - loss: 0.5147 - coeff_determination: 0.8816 - val_loss: 1.6564 - val_coeff_determination: 0.6296
Epoch 167/500
763/763 [==============================] - 0s 81us/step - loss: 0.5125 - coeff_determination: 0.8821 - val_loss: 1.6622 - val_coeff_determination: 0.6284
Epoch 168/500
763/763 [==============================] - 0s 83us/step - loss: 0.5107 - coeff_determination: 0.8825 - val_loss: 1.6625 - val_coeff_determination: 0.6283
Epoch 169/500
763/763 [==============================] - 0s 76us/step - loss: 0.5088 - coeff_determination: 0.8830 - val_loss: 1.6729 - val_coeff_determination: 0.6260
Epoch 170/500
763/763 [==============================] - 0s 75us/step - loss: 0.5071 - coeff_determination: 0.8834 - val_loss: 1.6688 - val_coeff_determination: 0.6269
Epoch 171/500
763/763 [==============================] - 0s 66us/step - loss: 0.5053 - coeff_determination: 0.8838 - val_loss: 1.6784 - val_coeff_determination: 0.6247
Epoch 172/500
763/763 [==============================] - 0s 79us/step - loss: 0.5042 - coeff_determination: 0.8840 - val_loss: 1.6610 - val_coeff_determination: 0.6286
Epoch 173/500
763/763 [==============================] - 0s 62us/step - loss: 0.5042 - coeff_determination: 0.8840 - val_loss: 1.6861 - val_coeff_determination: 0.6230
Epoch 174/500
763/763 [==============================] - 0s 68us/step - loss: 0.5045 - coeff_determination: 0.8840 - val_loss: 1.6560 - val_coeff_determination: 0.6298
Epoch 175/500
763/763 [==============================] - 0s 77us/step - loss: 0.5070 - coeff_determination: 0.8834 - val_loss: 1.7022 - val_coeff_determination: 0.6194
Epoch 176/500
763/763 [==============================] - 0s 69us/step - loss: 0.5074 - coeff_determination: 0.8833 - val_loss: 1.6643 - val_coeff_determination: 0.6279
Epoch 177/500
763/763 [==============================] - 0s 64us/step - loss: 0.5041 - coeff_determination: 0.8840 - val_loss: 1.6976 - val_coeff_determination: 0.6204
Epoch 178/500
763/763 [==============================] - 0s 75us/step - loss: 0.4980 - coeff_determination: 0.8855 - val_loss: 1.6768 - val_coeff_determination: 0.6251
Epoch 179/500
763/763 [==============================] - 0s 60us/step - loss: 0.4926 - coeff_determination: 0.8867 - val_loss: 1.6786 - val_coeff_determination: 0.6247
Epoch 180/500
763/763 [==============================] - 0s 64us/step - loss: 0.4910 - coeff_determination: 0.8871 - val_loss: 1.7018 - val_coeff_determination: 0.6195
Epoch 181/500
763/763 [==============================] - 0s 70us/step - loss: 0.4926 - coeff_determination: 0.8867 - val_loss: 1.6744 - val_coeff_determination: 0.6256
Epoch 182/500
763/763 [==============================] - 0s 59us/step - loss: 0.4964 - coeff_determination: 0.8858 - val_loss: 1.7165 - val_coeff_determination: 0.6162
Epoch 183/500
763/763 [==============================] - 0s 66us/step - loss: 0.4965 - coeff_determination: 0.8858 - val_loss: 1.6730 - val_coeff_determination: 0.6259
Epoch 184/500
763/763 [==============================] - 0s 78us/step - loss: 0.4937 - coeff_determination: 0.8864 - val_loss: 1.7006 - val_coeff_determination: 0.6198
Epoch 185/500
763/763 [==============================] - 0s 50us/step - loss: 0.4869 - coeff_determination: 0.8880 - val_loss: 1.6881 - val_coeff_determination: 0.6226
Epoch 186/500
763/763 [==============================] - 0s 81us/step - loss: 0.4822 - coeff_determination: 0.8891 - val_loss: 1.6865 - val_coeff_determination: 0.6229
Epoch 187/500
763/763 [==============================] - 0s 72us/step - loss: 0.4828 - coeff_determination: 0.8889 - val_loss: 1.7192 - val_coeff_determination: 0.6156
Epoch 188/500
763/763 [==============================] - 0s 62us/step - loss: 0.4855 - coeff_determination: 0.8883 - val_loss: 1.6875 - val_coeff_determination: 0.6227
Epoch 189/500
763/763 [==============================] - 0s 71us/step - loss: 0.4857 - coeff_determination: 0.8883 - val_loss: 1.7168 - val_coeff_determination: 0.6161
Epoch 190/500
763/763 [==============================] - 0s 71us/step - loss: 0.4814 - coeff_determination: 0.8893 - val_loss: 1.6947 - val_coeff_determination: 0.6211
Epoch 191/500
763/763 [==============================] - 0s 66us/step - loss: 0.4765 - coeff_determination: 0.8904 - val_loss: 1.7000 - val_coeff_determination: 0.6199
Epoch 192/500
763/763 [==============================] - 0s 63us/step - loss: 0.4746 - coeff_determination: 0.8908 - val_loss: 1.7186 - val_coeff_determination: 0.6157
Epoch 193/500
763/763 [==============================] - 0s 64us/step - loss: 0.4761 - coeff_determination: 0.8905 - val_loss: 1.6961 - val_coeff_determination: 0.6208
Epoch 194/500
763/763 [==============================] - 0s 74us/step - loss: 0.4784 - coeff_determination: 0.8900 - val_loss: 1.7344 - val_coeff_determination: 0.6122
Epoch 195/500
763/763 [==============================] - 0s 55us/step - loss: 0.4788 - coeff_determination: 0.8899 - val_loss: 1.7006 - val_coeff_determination: 0.6198
Epoch 196/500
763/763 [==============================] - 0s 79us/step - loss: 0.4760 - coeff_determination: 0.8905 - val_loss: 1.7266 - val_coeff_determination: 0.6140
Epoch 197/500
763/763 [==============================] - 0s 73us/step - loss: 0.4709 - coeff_determination: 0.8917 - val_loss: 1.7171 - val_coeff_determination: 0.6161
Epoch 198/500
763/763 [==============================] - 0s 67us/step - loss: 0.4676 - coeff_determination: 0.8924 - val_loss: 1.7130 - val_coeff_determination: 0.6170
Epoch 199/500
763/763 [==============================] - 0s 67us/step - loss: 0.4680 - coeff_determination: 0.8923 - val_loss: 1.7391 - val_coeff_determination: 0.6112
Epoch 200/500
763/763 [==============================] - 0s 67us/step - loss: 0.4696 - coeff_determination: 0.8920 - val_loss: 1.7102 - val_coeff_determination: 0.6176
Epoch 201/500
763/763 [==============================] - 0s 71us/step - loss: 0.4710 - coeff_determination: 0.8917 - val_loss: 1.7444 - val_coeff_determination: 0.6100
Epoch 202/500
763/763 [==============================] - 0s 63us/step - loss: 0.4691 - coeff_determination: 0.8921 - val_loss: 1.7171 - val_coeff_determination: 0.6161
Epoch 203/500
763/763 [==============================] - 0s 68us/step - loss: 0.4647 - coeff_determination: 0.8931 - val_loss: 1.7329 - val_coeff_determination: 0.6125
Epoch 204/500
763/763 [==============================] - 0s 77us/step - loss: 0.4611 - coeff_determination: 0.8939 - val_loss: 1.7407 - val_coeff_determination: 0.6108
Epoch 205/500
763/763 [==============================] - 0s 67us/step - loss: 0.4604 - coeff_determination: 0.8941 - val_loss: 1.7327 - val_coeff_determination: 0.6126
Epoch 206/500
763/763 [==============================] - 0s 66us/step - loss: 0.4612 - coeff_determination: 0.8939 - val_loss: 1.7616 - val_coeff_determination: 0.6061
Epoch 207/500
763/763 [==============================] - 0s 67us/step - loss: 0.4624 - coeff_determination: 0.8936 - val_loss: 1.7351 - val_coeff_determination: 0.6121
Epoch 208/500
763/763 [==============================] - 0s 67us/step - loss: 0.4623 - coeff_determination: 0.8937 - val_loss: 1.7667 - val_coeff_determination: 0.6050
Epoch 209/500
763/763 [==============================] - 0s 69us/step - loss: 0.4612 - coeff_determination: 0.8939 - val_loss: 1.7387 - val_coeff_determination: 0.6112
Epoch 210/500
763/763 [==============================] - 0s 69us/step - loss: 0.4589 - coeff_determination: 0.8944 - val_loss: 1.7611 - val_coeff_determination: 0.6062
Epoch 211/500
763/763 [==============================] - 0s 68us/step - loss: 0.4556 - coeff_determination: 0.8952 - val_loss: 1.7496 - val_coeff_determination: 0.6088
Epoch 212/500
763/763 [==============================] - 0s 71us/step - loss: 0.4529 - coeff_determination: 0.8958 - val_loss: 1.7523 - val_coeff_determination: 0.6082
Epoch 213/500
763/763 [==============================] - 0s 68us/step - loss: 0.4518 - coeff_determination: 0.8961 - val_loss: 1.7669 - val_coeff_determination: 0.6049
Epoch 214/500
763/763 [==============================] - 0s 68us/step - loss: 0.4520 - coeff_determination: 0.8960 - val_loss: 1.7547 - val_coeff_determination: 0.6077
Epoch 215/500
763/763 [==============================] - 0s 73us/step - loss: 0.4523 - coeff_determination: 0.8960 - val_loss: 1.7820 - val_coeff_determination: 0.6016
Epoch 216/500
763/763 [==============================] - 0s 69us/step - loss: 0.4521 - coeff_determination: 0.8960 - val_loss: 1.7623 - val_coeff_determination: 0.6060
Epoch 217/500
763/763 [==============================] - 0s 72us/step - loss: 0.4515 - coeff_determination: 0.8961 - val_loss: 1.7878 - val_coeff_determination: 0.6003
Epoch 218/500
763/763 [==============================] - 0s 67us/step - loss: 0.4504 - coeff_determination: 0.8964 - val_loss: 1.7650 - val_coeff_determination: 0.6054
Epoch 219/500
763/763 [==============================] - 0s 75us/step - loss: 0.4492 - coeff_determination: 0.8967 - val_loss: 1.7882 - val_coeff_determination: 0.6002
Epoch 220/500
763/763 [==============================] - 0s 69us/step - loss: 0.4475 - coeff_determination: 0.8971 - val_loss: 1.7741 - val_coeff_determination: 0.6033
Epoch 221/500
763/763 [==============================] - 0s 68us/step - loss: 0.4453 - coeff_determination: 0.8976 - val_loss: 1.7891 - val_coeff_determination: 0.6000
Epoch 222/500
763/763 [==============================] - 0s 68us/step - loss: 0.4435 - coeff_determination: 0.8980 - val_loss: 1.7892 - val_coeff_determination: 0.6000
Epoch 223/500
763/763 [==============================] - 0s 80us/step - loss: 0.4422 - coeff_determination: 0.8983 - val_loss: 1.7904 - val_coeff_determination: 0.5997
Epoch 224/500
763/763 [==============================] - 0s 73us/step - loss: 0.4416 - coeff_determination: 0.8984 - val_loss: 1.8044 - val_coeff_determination: 0.5966
Epoch 225/500
763/763 [==============================] - 0s 67us/step - loss: 0.4414 - coeff_determination: 0.8985 - val_loss: 1.7925 - val_coeff_determination: 0.5992
Epoch 226/500
763/763 [==============================] - 0s 68us/step - loss: 0.4423 - coeff_determination: 0.8983 - val_loss: 1.8212 - val_coeff_determination: 0.5928
Epoch 227/500
763/763 [==============================] - 0s 75us/step - loss: 0.4440 - coeff_determination: 0.8979 - val_loss: 1.7927 - val_coeff_determination: 0.5992
Epoch 228/500
763/763 [==============================] - 0s 67us/step - loss: 0.4480 - coeff_determination: 0.8969 - val_loss: 1.8432 - val_coeff_determination: 0.5879
Epoch 229/500
763/763 [==============================] - 0s 71us/step - loss: 0.4530 - coeff_determination: 0.8958 - val_loss: 1.7991 - val_coeff_determination: 0.5977
Epoch 230/500
763/763 [==============================] - 0s 63us/step - loss: 0.4565 - coeff_determination: 0.8950 - val_loss: 1.8583 - val_coeff_determination: 0.5845
Epoch 231/500
763/763 [==============================] - 0s 48us/step - loss: 0.4564 - coeff_determination: 0.8950 - val_loss: 1.8016 - val_coeff_determination: 0.5972
Epoch 232/500
763/763 [==============================] - 0s 67us/step - loss: 0.4513 - coeff_determination: 0.8962 - val_loss: 1.8363 - val_coeff_determination: 0.5894
Epoch 233/500
763/763 [==============================] - 0s 62us/step - loss: 0.4416 - coeff_determination: 0.8984 - val_loss: 1.8118 - val_coeff_determination: 0.5949
Epoch 234/500
763/763 [==============================] - 0s 72us/step - loss: 0.4342 - coeff_determination: 0.9001 - val_loss: 1.8150 - val_coeff_determination: 0.5942
Epoch 235/500
763/763 [==============================] - 0s 56us/step - loss: 0.4341 - coeff_determination: 0.9001 - val_loss: 1.8465 - val_coeff_determination: 0.5871
Epoch 236/500
763/763 [==============================] - 0s 79us/step - loss: 0.4387 - coeff_determination: 0.8991 - val_loss: 1.8149 - val_coeff_determination: 0.5942
Epoch 237/500
763/763 [==============================] - 0s 66us/step - loss: 0.4421 - coeff_determination: 0.8983 - val_loss: 1.8542 - val_coeff_determination: 0.5854
Epoch 238/500
763/763 [==============================] - 0s 47us/step - loss: 0.4399 - coeff_determination: 0.8988 - val_loss: 1.8201 - val_coeff_determination: 0.5930
Epoch 239/500
763/763 [==============================] - 0s 90us/step - loss: 0.4341 - coeff_determination: 0.9002 - val_loss: 1.8385 - val_coeff_determination: 0.5889
Epoch 240/500
763/763 [==============================] - 0s 68us/step - loss: 0.4293 - coeff_determination: 0.9012 - val_loss: 1.8425 - val_coeff_determination: 0.5880
Epoch 241/500
763/763 [==============================] - 0s 71us/step - loss: 0.4285 - coeff_determination: 0.9014 - val_loss: 1.8305 - val_coeff_determination: 0.5907
Epoch 242/500
763/763 [==============================] - 0s 64us/step - loss: 0.4316 - coeff_determination: 0.9007 - val_loss: 1.8685 - val_coeff_determination: 0.5822
Epoch 243/500
763/763 [==============================] - 0s 42us/step - loss: 0.4353 - coeff_determination: 0.8999 - val_loss: 1.8338 - val_coeff_determination: 0.5900
Epoch 244/500
763/763 [==============================] - 0s 72us/step - loss: 0.4367 - coeff_determination: 0.8996 - val_loss: 1.8734 - val_coeff_determination: 0.5811
Epoch 245/500
763/763 [==============================] - 0s 60us/step - loss: 0.4340 - coeff_determination: 0.9002 - val_loss: 1.8366 - val_coeff_determination: 0.5894
Epoch 246/500
763/763 [==============================] - 0s 75us/step - loss: 0.4294 - coeff_determination: 0.9012 - val_loss: 1.8543 - val_coeff_determination: 0.5854
Epoch 247/500
763/763 [==============================] - 0s 69us/step - loss: 0.4248 - coeff_determination: 0.9023 - val_loss: 1.8493 - val_coeff_determination: 0.5865
Epoch 248/500
763/763 [==============================] - 0s 75us/step - loss: 0.4230 - coeff_determination: 0.9027 - val_loss: 1.8449 - val_coeff_determination: 0.5875
Epoch 249/500
763/763 [==============================] - 0s 69us/step - loss: 0.4240 - coeff_determination: 0.9025 - val_loss: 1.8741 - val_coeff_determination: 0.5810
Epoch 250/500
763/763 [==============================] - 0s 68us/step - loss: 0.4262 - coeff_determination: 0.9020 - val_loss: 1.8497 - val_coeff_determination: 0.5864
Epoch 251/500
763/763 [==============================] - 0s 64us/step - loss: 0.4272 - coeff_determination: 0.9017 - val_loss: 1.8832 - val_coeff_determination: 0.5789
Epoch 252/500
763/763 [==============================] - 0s 71us/step - loss: 0.4263 - coeff_determination: 0.9019 - val_loss: 1.8549 - val_coeff_determination: 0.5853
Epoch 253/500
763/763 [==============================] - 0s 72us/step - loss: 0.4235 - coeff_determination: 0.9026 - val_loss: 1.8752 - val_coeff_determination: 0.5807
Epoch 254/500
763/763 [==============================] - 0s 66us/step - loss: 0.4204 - coeff_determination: 0.9033 - val_loss: 1.8628 - val_coeff_determination: 0.5835
Epoch 255/500
763/763 [==============================] - 0s 75us/step - loss: 0.4187 - coeff_determination: 0.9037 - val_loss: 1.8695 - val_coeff_determination: 0.5820
Epoch 256/500
763/763 [==============================] - 0s 81us/step - loss: 0.4176 - coeff_determination: 0.9039 - val_loss: 1.8766 - val_coeff_determination: 0.5804
Epoch 257/500
763/763 [==============================] - 0s 63us/step - loss: 0.4172 - coeff_determination: 0.9040 - val_loss: 1.8689 - val_coeff_determination: 0.5821
Epoch 258/500
763/763 [==============================] - 0s 69us/step - loss: 0.4178 - coeff_determination: 0.9039 - val_loss: 1.8910 - val_coeff_determination: 0.5772
Epoch 259/500
763/763 [==============================] - 0s 64us/step - loss: 0.4186 - coeff_determination: 0.9037 - val_loss: 1.8706 - val_coeff_determination: 0.5818
Epoch 260/500
763/763 [==============================] - 0s 59us/step - loss: 0.4196 - coeff_determination: 0.9035 - val_loss: 1.9021 - val_coeff_determination: 0.5747
Epoch 261/500
763/763 [==============================] - 0s 69us/step - loss: 0.4199 - coeff_determination: 0.9034 - val_loss: 1.8765 - val_coeff_determination: 0.5804
Epoch 262/500
763/763 [==============================] - 0s 67us/step - loss: 0.4193 - coeff_determination: 0.9035 - val_loss: 1.9067 - val_coeff_determination: 0.5737
Epoch 263/500
763/763 [==============================] - 0s 66us/step - loss: 0.4180 - coeff_determination: 0.9038 - val_loss: 1.8833 - val_coeff_determination: 0.5789
Epoch 264/500
763/763 [==============================] - 0s 69us/step - loss: 0.4162 - coeff_determination: 0.9043 - val_loss: 1.9055 - val_coeff_determination: 0.5739
Epoch 265/500
763/763 [==============================] - 0s 71us/step - loss: 0.4141 - coeff_determination: 0.9048 - val_loss: 1.8932 - val_coeff_determination: 0.5767
Epoch 266/500
763/763 [==============================] - 0s 67us/step - loss: 0.4121 - coeff_determination: 0.9052 - val_loss: 1.9046 - val_coeff_determination: 0.5741
Epoch 267/500
763/763 [==============================] - 0s 79us/step - loss: 0.4108 - coeff_determination: 0.9055 - val_loss: 1.9039 - val_coeff_determination: 0.5743
Epoch 268/500
763/763 [==============================] - 0s 69us/step - loss: 0.4099 - coeff_determination: 0.9057 - val_loss: 1.9046 - val_coeff_determination: 0.5742
Epoch 269/500
763/763 [==============================] - 0s 68us/step - loss: 0.4093 - coeff_determination: 0.9058 - val_loss: 1.9140 - val_coeff_determination: 0.5721
Epoch 270/500
763/763 [==============================] - 0s 75us/step - loss: 0.4091 - coeff_determination: 0.9059 - val_loss: 1.9042 - val_coeff_determination: 0.5742
Epoch 271/500
763/763 [==============================] - 0s 80us/step - loss: 0.4095 - coeff_determination: 0.9058 - val_loss: 1.9297 - val_coeff_determination: 0.5685
Epoch 272/500
763/763 [==============================] - 0s 66us/step - loss: 0.4112 - coeff_determination: 0.9054 - val_loss: 1.9045 - val_coeff_determination: 0.5742
Epoch 273/500
763/763 [==============================] - 0s 72us/step - loss: 0.4154 - coeff_determination: 0.9044 - val_loss: 1.9580 - val_coeff_determination: 0.5622
Epoch 274/500
763/763 [==============================] - 0s 64us/step - loss: 0.4235 - coeff_determination: 0.9026 - val_loss: 1.9099 - val_coeff_determination: 0.5730
Epoch 275/500
763/763 [==============================] - 0s 69us/step - loss: 0.4366 - coeff_determination: 0.8996 - val_loss: 2.0029 - val_coeff_determination: 0.5522
Epoch 276/500
763/763 [==============================] - 0s 68us/step - loss: 0.4524 - coeff_determination: 0.8959 - val_loss: 1.9186 - val_coeff_determination: 0.5710
Epoch 277/500
763/763 [==============================] - 0s 63us/step - loss: 0.4594 - coeff_determination: 0.8943 - val_loss: 1.9946 - val_coeff_determination: 0.5540
Epoch 278/500
763/763 [==============================] - 0s 67us/step - loss: 0.4456 - coeff_determination: 0.8975 - val_loss: 1.9050 - val_coeff_determination: 0.5741
Epoch 279/500
763/763 [==============================] - 0s 69us/step - loss: 0.4160 - coeff_determination: 0.9043 - val_loss: 1.9142 - val_coeff_determination: 0.5720
Epoch 280/500
763/763 [==============================] - 0s 76us/step - loss: 0.4026 - coeff_determination: 0.9074 - val_loss: 1.9528 - val_coeff_determination: 0.5634
Epoch 281/500
763/763 [==============================] - 0s 47us/step - loss: 0.4155 - coeff_determination: 0.9044 - val_loss: 1.9145 - val_coeff_determination: 0.5720
Epoch 282/500
763/763 [==============================] - 0s 67us/step - loss: 0.4300 - coeff_determination: 0.9011 - val_loss: 1.9712 - val_coeff_determination: 0.5593
Epoch 283/500
763/763 [==============================] - 0s 60us/step - loss: 0.4235 - coeff_determination: 0.9026 - val_loss: 1.9132 - val_coeff_determination: 0.5722
Epoch 284/500
763/763 [==============================] - 0s 79us/step - loss: 0.4049 - coeff_determination: 0.9069 - val_loss: 1.9190 - val_coeff_determination: 0.5709
Epoch 285/500
763/763 [==============================] - 0s 66us/step - loss: 0.4007 - coeff_determination: 0.9078 - val_loss: 1.9614 - val_coeff_determination: 0.5615
Epoch 286/500
763/763 [==============================] - 0s 60us/step - loss: 0.4117 - coeff_determination: 0.9053 - val_loss: 1.9207 - val_coeff_determination: 0.5706
Epoch 287/500
763/763 [==============================] - 0s 67us/step - loss: 0.4170 - coeff_determination: 0.9041 - val_loss: 1.9575 - val_coeff_determination: 0.5623
Epoch 288/500
763/763 [==============================] - 0s 60us/step - loss: 0.4070 - coeff_determination: 0.9064 - val_loss: 1.9277 - val_coeff_determination: 0.5690
Epoch 289/500
763/763 [==============================] - 0s 68us/step - loss: 0.3975 - coeff_determination: 0.9086 - val_loss: 1.9247 - val_coeff_determination: 0.5697
Epoch 290/500
763/763 [==============================] - 0s 69us/step - loss: 0.4002 - coeff_determination: 0.9080 - val_loss: 1.9648 - val_coeff_determination: 0.5607
Epoch 291/500
763/763 [==============================] - 0s 58us/step - loss: 0.4068 - coeff_determination: 0.9064 - val_loss: 1.9252 - val_coeff_determination: 0.5695
Epoch 292/500
763/763 [==============================] - 0s 75us/step - loss: 0.4059 - coeff_determination: 0.9066 - val_loss: 1.9486 - val_coeff_determination: 0.5643
Epoch 293/500
763/763 [==============================] - 0s 67us/step - loss: 0.3977 - coeff_determination: 0.9085 - val_loss: 1.9415 - val_coeff_determination: 0.5659
Epoch 294/500
763/763 [==============================] - 0s 64us/step - loss: 0.3946 - coeff_determination: 0.9092 - val_loss: 1.9323 - val_coeff_determination: 0.5680
Epoch 295/500
763/763 [==============================] - 0s 64us/step - loss: 0.3989 - coeff_determination: 0.9082 - val_loss: 1.9695 - val_coeff_determination: 0.5597
Epoch 296/500
763/763 [==============================] - 0s 75us/step - loss: 0.4013 - coeff_determination: 0.9077 - val_loss: 1.9367 - val_coeff_determination: 0.5670
Epoch 297/500
763/763 [==============================] - 0s 69us/step - loss: 0.3976 - coeff_determination: 0.9085 - val_loss: 1.9521 - val_coeff_determination: 0.5635
Epoch 298/500
763/763 [==============================] - 0s 62us/step - loss: 0.3927 - coeff_determination: 0.9097 - val_loss: 1.9553 - val_coeff_determination: 0.5628
Epoch 299/500
763/763 [==============================] - 0s 75us/step - loss: 0.3923 - coeff_determination: 0.9098 - val_loss: 1.9432 - val_coeff_determination: 0.5655
Epoch 300/500
763/763 [==============================] - 0s 72us/step - loss: 0.3949 - coeff_determination: 0.9092 - val_loss: 1.9724 - val_coeff_determination: 0.5590
Epoch 301/500
763/763 [==============================] - 0s 68us/step - loss: 0.3954 - coeff_determination: 0.9090 - val_loss: 1.9484 - val_coeff_determination: 0.5644
Epoch 302/500
763/763 [==============================] - 0s 79us/step - loss: 0.3925 - coeff_determination: 0.9097 - val_loss: 1.9616 - val_coeff_determination: 0.5614
Epoch 303/500
763/763 [==============================] - 0s 66us/step - loss: 0.3894 - coeff_determination: 0.9104 - val_loss: 1.9651 - val_coeff_determination: 0.5606
Epoch 304/500
763/763 [==============================] - 0s 60us/step - loss: 0.3891 - coeff_determination: 0.9105 - val_loss: 1.9584 - val_coeff_determination: 0.5621
Epoch 305/500
763/763 [==============================] - 0s 68us/step - loss: 0.3900 - coeff_determination: 0.9103 - val_loss: 1.9799 - val_coeff_determination: 0.5573
Epoch 306/500
763/763 [==============================] - 0s 64us/step - loss: 0.3901 - coeff_determination: 0.9103 - val_loss: 1.9636 - val_coeff_determination: 0.5610
Epoch 307/500
763/763 [==============================] - 0s 77us/step - loss: 0.3891 - coeff_determination: 0.9105 - val_loss: 1.9770 - val_coeff_determination: 0.5580
Epoch 308/500
763/763 [==============================] - 0s 68us/step - loss: 0.3874 - coeff_determination: 0.9109 - val_loss: 1.9704 - val_coeff_determination: 0.5594
Epoch 309/500
763/763 [==============================] - 0s 72us/step - loss: 0.3863 - coeff_determination: 0.9111 - val_loss: 1.9711 - val_coeff_determination: 0.5593
Epoch 310/500
763/763 [==============================] - 0s 66us/step - loss: 0.3860 - coeff_determination: 0.9112 - val_loss: 1.9827 - val_coeff_determination: 0.5567
Epoch 311/500
763/763 [==============================] - 0s 66us/step - loss: 0.3861 - coeff_determination: 0.9112 - val_loss: 1.9750 - val_coeff_determination: 0.5584
Epoch 312/500
763/763 [==============================] - 0s 72us/step - loss: 0.3859 - coeff_determination: 0.9112 - val_loss: 1.9897 - val_coeff_determination: 0.5551
Epoch 313/500
763/763 [==============================] - 0s 64us/step - loss: 0.3852 - coeff_determination: 0.9114 - val_loss: 1.9809 - val_coeff_determination: 0.5571
Epoch 314/500
763/763 [==============================] - 0s 66us/step - loss: 0.3845 - coeff_determination: 0.9116 - val_loss: 1.9898 - val_coeff_determination: 0.5551
Epoch 315/500
763/763 [==============================] - 0s 69us/step - loss: 0.3836 - coeff_determination: 0.9117 - val_loss: 1.9908 - val_coeff_determination: 0.5549
Epoch 316/500
763/763 [==============================] - 0s 81us/step - loss: 0.3830 - coeff_determination: 0.9119 - val_loss: 1.9921 - val_coeff_determination: 0.5546
Epoch 317/500
763/763 [==============================] - 0s 66us/step - loss: 0.3828 - coeff_determination: 0.9119 - val_loss: 2.0031 - val_coeff_determination: 0.5521
Epoch 318/500
763/763 [==============================] - 0s 67us/step - loss: 0.3828 - coeff_determination: 0.9119 - val_loss: 1.9936 - val_coeff_determination: 0.5543
Epoch 319/500
763/763 [==============================] - 0s 69us/step - loss: 0.3830 - coeff_determination: 0.9119 - val_loss: 2.0111 - val_coeff_determination: 0.5504
Epoch 320/500
763/763 [==============================] - 0s 64us/step - loss: 0.3829 - coeff_determination: 0.9119 - val_loss: 1.9965 - val_coeff_determination: 0.5536
Epoch 321/500
763/763 [==============================] - 0s 68us/step - loss: 0.3827 - coeff_determination: 0.9120 - val_loss: 2.0156 - val_coeff_determination: 0.5493
Epoch 322/500
763/763 [==============================] - 0s 71us/step - loss: 0.3820 - coeff_determination: 0.9121 - val_loss: 2.0009 - val_coeff_determination: 0.5526
Epoch 323/500
763/763 [==============================] - 0s 71us/step - loss: 0.3813 - coeff_determination: 0.9123 - val_loss: 2.0157 - val_coeff_determination: 0.5493
Epoch 324/500
763/763 [==============================] - 0s 67us/step - loss: 0.3805 - coeff_determination: 0.9125 - val_loss: 2.0064 - val_coeff_determination: 0.5514
Epoch 325/500
763/763 [==============================] - 0s 72us/step - loss: 0.3797 - coeff_determination: 0.9127 - val_loss: 2.0163 - val_coeff_determination: 0.5492
Epoch 326/500
763/763 [==============================] - 0s 72us/step - loss: 0.3791 - coeff_determination: 0.9128 - val_loss: 2.0153 - val_coeff_determination: 0.5494
Epoch 327/500
763/763 [==============================] - 0s 67us/step - loss: 0.3785 - coeff_determination: 0.9129 - val_loss: 2.0181 - val_coeff_determination: 0.5488
Epoch 328/500
763/763 [==============================] - 0s 64us/step - loss: 0.3781 - coeff_determination: 0.9130 - val_loss: 2.0217 - val_coeff_determination: 0.5480
Epoch 329/500
763/763 [==============================] - 0s 47us/step - loss: 0.3778 - coeff_determination: 0.9131 - val_loss: 2.0185 - val_coeff_determination: 0.5487
Epoch 330/500
763/763 [==============================] - 0s 77us/step - loss: 0.3775 - coeff_determination: 0.9132 - val_loss: 2.0266 - val_coeff_determination: 0.5469
Epoch 331/500
763/763 [==============================] - 0s 75us/step - loss: 0.3773 - coeff_determination: 0.9132 - val_loss: 2.0182 - val_coeff_determination: 0.5488
Epoch 332/500
763/763 [==============================] - 0s 67us/step - loss: 0.3772 - coeff_determination: 0.9132 - val_loss: 2.0335 - val_coeff_determination: 0.5453
Epoch 333/500
763/763 [==============================] - 0s 64us/step - loss: 0.3775 - coeff_determination: 0.9132 - val_loss: 2.0158 - val_coeff_determination: 0.5493
Epoch 334/500
763/763 [==============================] - 0s 71us/step - loss: 0.3781 - coeff_determination: 0.9130 - val_loss: 2.0425 - val_coeff_determination: 0.5433
Epoch 335/500
763/763 [==============================] - 0s 51us/step - loss: 0.3793 - coeff_determination: 0.9127 - val_loss: 2.0123 - val_coeff_determination: 0.5501
Epoch 336/500
763/763 [==============================] - 0s 78us/step - loss: 0.3811 - coeff_determination: 0.9123 - val_loss: 2.0534 - val_coeff_determination: 0.5409
Epoch 337/500
763/763 [==============================] - 0s 52us/step - loss: 0.3839 - coeff_determination: 0.9117 - val_loss: 2.0080 - val_coeff_determination: 0.5510
Epoch 338/500
763/763 [==============================] - 0s 85us/step - loss: 0.3872 - coeff_determination: 0.9109 - val_loss: 2.0662 - val_coeff_determination: 0.5380
Epoch 339/500
763/763 [==============================] - 0s 66us/step - loss: 0.3913 - coeff_determination: 0.9100 - val_loss: 2.0049 - val_coeff_determination: 0.5517
Epoch 340/500
763/763 [==============================] - 0s 73us/step - loss: 0.3948 - coeff_determination: 0.9092 - val_loss: 2.0748 - val_coeff_determination: 0.5361
Epoch 341/500
763/763 [==============================] - 0s 67us/step - loss: 0.3970 - coeff_determination: 0.9087 - val_loss: 2.0034 - val_coeff_determination: 0.5521
Epoch 342/500
763/763 [==============================] - 0s 60us/step - loss: 0.3948 - coeff_determination: 0.9092 - val_loss: 2.0623 - val_coeff_determination: 0.5389
Epoch 343/500
763/763 [==============================] - 0s 50us/step - loss: 0.3890 - coeff_determination: 0.9105 - val_loss: 2.0051 - val_coeff_determination: 0.5517
Epoch 344/500
763/763 [==============================] - 0s 88us/step - loss: 0.3806 - coeff_determination: 0.9125 - val_loss: 2.0326 - val_coeff_determination: 0.5455
Epoch 345/500
763/763 [==============================] - 0s 66us/step - loss: 0.3741 - coeff_determination: 0.9139 - val_loss: 2.0252 - val_coeff_determination: 0.5472
Epoch 346/500
763/763 [==============================] - 0s 81us/step - loss: 0.3721 - coeff_determination: 0.9144 - val_loss: 2.0142 - val_coeff_determination: 0.5496
Epoch 347/500
763/763 [==============================] - 0s 67us/step - loss: 0.3743 - coeff_determination: 0.9139 - val_loss: 2.0525 - val_coeff_determination: 0.5411
Epoch 348/500
763/763 [==============================] - 0s 62us/step - loss: 0.3785 - coeff_determination: 0.9129 - val_loss: 2.0102 - val_coeff_determination: 0.5506
Epoch 349/500
763/763 [==============================] - 0s 72us/step - loss: 0.3820 - coeff_determination: 0.9121 - val_loss: 2.0660 - val_coeff_determination: 0.5381
Epoch 350/500
763/763 [==============================] - 0s 69us/step - loss: 0.3836 - coeff_determination: 0.9118 - val_loss: 2.0118 - val_coeff_determination: 0.5502
Epoch 351/500
763/763 [==============================] - 0s 66us/step - loss: 0.3821 - coeff_determination: 0.9121 - val_loss: 2.0588 - val_coeff_determination: 0.5397
Epoch 352/500
763/763 [==============================] - 0s 72us/step - loss: 0.3784 - coeff_determination: 0.9129 - val_loss: 2.0164 - val_coeff_determination: 0.5492
Epoch 353/500
763/763 [==============================] - 0s 69us/step - loss: 0.3740 - coeff_determination: 0.9140 - val_loss: 2.0374 - val_coeff_determination: 0.5445
Epoch 354/500
763/763 [==============================] - 0s 62us/step - loss: 0.3706 - coeff_determination: 0.9148 - val_loss: 2.0293 - val_coeff_determination: 0.5463
Epoch 355/500
763/763 [==============================] - 0s 68us/step - loss: 0.3694 - coeff_determination: 0.9150 - val_loss: 2.0206 - val_coeff_determination: 0.5482
Epoch 356/500
763/763 [==============================] - 0s 60us/step - loss: 0.3703 - coeff_determination: 0.9148 - val_loss: 2.0465 - val_coeff_determination: 0.5424
Epoch 357/500
763/763 [==============================] - 0s 71us/step - loss: 0.3721 - coeff_determination: 0.9144 - val_loss: 2.0169 - val_coeff_determination: 0.5491
Epoch 358/500
763/763 [==============================] - 0s 67us/step - loss: 0.3737 - coeff_determination: 0.9140 - val_loss: 2.0560 - val_coeff_determination: 0.5403
Epoch 359/500
763/763 [==============================] - 0s 69us/step - loss: 0.3744 - coeff_determination: 0.9139 - val_loss: 2.0181 - val_coeff_determination: 0.5488
Epoch 360/500
763/763 [==============================] - 0s 66us/step - loss: 0.3739 - coeff_determination: 0.9140 - val_loss: 2.0548 - val_coeff_determination: 0.5406
Epoch 361/500
763/763 [==============================] - 0s 64us/step - loss: 0.3728 - coeff_determination: 0.9142 - val_loss: 2.0224 - val_coeff_determination: 0.5478
Epoch 362/500
763/763 [==============================] - 0s 73us/step - loss: 0.3707 - coeff_determination: 0.9147 - val_loss: 2.0474 - val_coeff_determination: 0.5422
Epoch 363/500
763/763 [==============================] - 0s 71us/step - loss: 0.3689 - coeff_determination: 0.9151 - val_loss: 2.0321 - val_coeff_determination: 0.5456
Epoch 364/500
763/763 [==============================] - 0s 75us/step - loss: 0.3675 - coeff_determination: 0.9155 - val_loss: 2.0390 - val_coeff_determination: 0.5441
Epoch 365/500
763/763 [==============================] - 0s 66us/step - loss: 0.3668 - coeff_determination: 0.9156 - val_loss: 2.0442 - val_coeff_determination: 0.5429
Epoch 366/500
763/763 [==============================] - 0s 79us/step - loss: 0.3668 - coeff_determination: 0.9156 - val_loss: 2.0338 - val_coeff_determination: 0.5453
Epoch 367/500
763/763 [==============================] - 0s 69us/step - loss: 0.3672 - coeff_determination: 0.9155 - val_loss: 2.0539 - val_coeff_determination: 0.5408
Epoch 368/500
763/763 [==============================] - 0s 75us/step - loss: 0.3677 - coeff_determination: 0.9154 - val_loss: 2.0312 - val_coeff_determination: 0.5458
Epoch 369/500
763/763 [==============================] - 0s 66us/step - loss: 0.3683 - coeff_determination: 0.9153 - val_loss: 2.0613 - val_coeff_determination: 0.5391
Epoch 370/500
763/763 [==============================] - 0s 68us/step - loss: 0.3690 - coeff_determination: 0.9151 - val_loss: 2.0292 - val_coeff_determination: 0.5463
Epoch 371/500
763/763 [==============================] - 0s 69us/step - loss: 0.3695 - coeff_determination: 0.9150 - val_loss: 2.0664 - val_coeff_determination: 0.5380
Epoch 372/500
763/763 [==============================] - 0s 72us/step - loss: 0.3701 - coeff_determination: 0.9149 - val_loss: 2.0275 - val_coeff_determination: 0.5467
Epoch 373/500
763/763 [==============================] - 0s 67us/step - loss: 0.3701 - coeff_determination: 0.9149 - val_loss: 2.0675 - val_coeff_determination: 0.5377
Epoch 374/500
763/763 [==============================] - 0s 62us/step - loss: 0.3700 - coeff_determination: 0.9149 - val_loss: 2.0270 - val_coeff_determination: 0.5468
Epoch 375/500
763/763 [==============================] - 0s 64us/step - loss: 0.3695 - coeff_determination: 0.9150 - val_loss: 2.0649 - val_coeff_determination: 0.5383
Epoch 376/500
763/763 [==============================] - 0s 75us/step - loss: 0.3686 - coeff_determination: 0.9152 - val_loss: 2.0303 - val_coeff_determination: 0.5460
Epoch 377/500
763/763 [==============================] - 0s 67us/step - loss: 0.3673 - coeff_determination: 0.9155 - val_loss: 2.0602 - val_coeff_determination: 0.5394
Epoch 378/500
763/763 [==============================] - 0s 68us/step - loss: 0.3660 - coeff_determination: 0.9158 - val_loss: 2.0375 - val_coeff_determination: 0.5444
Epoch 379/500
763/763 [==============================] - 0s 72us/step - loss: 0.3648 - coeff_determination: 0.9161 - val_loss: 2.0547 - val_coeff_determination: 0.5406
Epoch 380/500
763/763 [==============================] - 0s 68us/step - loss: 0.3639 - coeff_determination: 0.9163 - val_loss: 2.0438 - val_coeff_determination: 0.5430
Epoch 381/500
763/763 [==============================] - 0s 52us/step - loss: 0.3634 - coeff_determination: 0.9164 - val_loss: 2.0509 - val_coeff_determination: 0.5415
Epoch 382/500
763/763 [==============================] - 0s 78us/step - loss: 0.3630 - coeff_determination: 0.9165 - val_loss: 2.0498 - val_coeff_determination: 0.5417
Epoch 383/500
763/763 [==============================] - 0s 67us/step - loss: 0.3628 - coeff_determination: 0.9166 - val_loss: 2.0513 - val_coeff_determination: 0.5414
Epoch 384/500
763/763 [==============================] - 0s 67us/step - loss: 0.3626 - coeff_determination: 0.9166 - val_loss: 2.0536 - val_coeff_determination: 0.5408
Epoch 385/500
763/763 [==============================] - 0s 75us/step - loss: 0.3624 - coeff_determination: 0.9166 - val_loss: 2.0506 - val_coeff_determination: 0.5415
Epoch 386/500
763/763 [==============================] - 0s 55us/step - loss: 0.3622 - coeff_determination: 0.9167 - val_loss: 2.0570 - val_coeff_determination: 0.5401
Epoch 387/500
763/763 [==============================] - 0s 66us/step - loss: 0.3621 - coeff_determination: 0.9167 - val_loss: 2.0503 - val_coeff_determination: 0.5416
Epoch 388/500
763/763 [==============================] - 0s 65us/step - loss: 0.3620 - coeff_determination: 0.9167 - val_loss: 2.0635 - val_coeff_determination: 0.5386
Epoch 389/500
763/763 [==============================] - 0s 84us/step - loss: 0.3621 - coeff_determination: 0.9167 - val_loss: 2.0470 - val_coeff_determination: 0.5423
Epoch 390/500
763/763 [==============================] - 0s 67us/step - loss: 0.3625 - coeff_determination: 0.9166 - val_loss: 2.0730 - val_coeff_determination: 0.5365
Epoch 391/500
763/763 [==============================] - 0s 69us/step - loss: 0.3637 - coeff_determination: 0.9163 - val_loss: 2.0397 - val_coeff_determination: 0.5440
Epoch 392/500
763/763 [==============================] - 0s 58us/step - loss: 0.3658 - coeff_determination: 0.9159 - val_loss: 2.0917 - val_coeff_determination: 0.5323
Epoch 393/500
763/763 [==============================] - 0s 73us/step - loss: 0.3698 - coeff_determination: 0.9149 - val_loss: 2.0340 - val_coeff_determination: 0.5452
Epoch 394/500
763/763 [==============================] - 0s 66us/step - loss: 0.3764 - coeff_determination: 0.9134 - val_loss: 2.1271 - val_coeff_determination: 0.5244
Epoch 395/500
763/763 [==============================] - 0s 67us/step - loss: 0.3884 - coeff_determination: 0.9107 - val_loss: 2.0329 - val_coeff_determination: 0.5455
Epoch 396/500
763/763 [==============================] - 0s 71us/step - loss: 0.4035 - coeff_determination: 0.9072 - val_loss: 2.1721 - val_coeff_determination: 0.5143
Epoch 397/500
763/763 [==============================] - 0s 63us/step - loss: 0.4207 - coeff_determination: 0.9032 - val_loss: 2.0326 - val_coeff_determination: 0.5455
Epoch 398/500
763/763 [==============================] - 0s 81us/step - loss: 0.4233 - coeff_determination: 0.9026 - val_loss: 2.1441 - val_coeff_determination: 0.5206
Epoch 399/500
763/763 [==============================] - 0s 67us/step - loss: 0.4058 - coeff_determination: 0.9067 - val_loss: 2.0242 - val_coeff_determination: 0.5474
Epoch 400/500
763/763 [==============================] - 0s 64us/step - loss: 0.3745 - coeff_determination: 0.9139 - val_loss: 2.0463 - val_coeff_determination: 0.5425
Epoch 401/500
763/763 [==============================] - 0s 72us/step - loss: 0.3601 - coeff_determination: 0.9172 - val_loss: 2.0881 - val_coeff_determination: 0.5331
Epoch 402/500
763/763 [==============================] - 0s 69us/step - loss: 0.3723 - coeff_determination: 0.9144 - val_loss: 2.0224 - val_coeff_determination: 0.5478
Epoch 403/500
763/763 [==============================] - 0s 66us/step - loss: 0.3888 - coeff_determination: 0.9106 - val_loss: 2.1127 - val_coeff_determination: 0.5276
Epoch 404/500
763/763 [==============================] - 0s 72us/step - loss: 0.3863 - coeff_determination: 0.9111 - val_loss: 2.0263 - val_coeff_determination: 0.5469
Epoch 405/500
763/763 [==============================] - 0s 63us/step - loss: 0.3680 - coeff_determination: 0.9153 - val_loss: 2.0459 - val_coeff_determination: 0.5426
Epoch 406/500
763/763 [==============================] - 0s 71us/step - loss: 0.3591 - coeff_determination: 0.9174 - val_loss: 2.0849 - val_coeff_determination: 0.5338
Epoch 407/500
763/763 [==============================] - 0s 64us/step - loss: 0.3680 - coeff_determination: 0.9154 - val_loss: 2.0279 - val_coeff_determination: 0.5466
Epoch 408/500
763/763 [==============================] - 0s 71us/step - loss: 0.3770 - coeff_determination: 0.9133 - val_loss: 2.0976 - val_coeff_determination: 0.5310
Epoch 409/500
763/763 [==============================] - 0s 68us/step - loss: 0.3720 - coeff_determination: 0.9144 - val_loss: 2.0421 - val_coeff_determination: 0.5434
Epoch 410/500
763/763 [==============================] - 0s 69us/step - loss: 0.3607 - coeff_determination: 0.9170 - val_loss: 2.0459 - val_coeff_determination: 0.5426
Epoch 411/500
763/763 [==============================] - 0s 80us/step - loss: 0.3594 - coeff_determination: 0.9173 - val_loss: 2.0897 - val_coeff_determination: 0.5328
Epoch 412/500
763/763 [==============================] - 0s 64us/step - loss: 0.3668 - coeff_determination: 0.9156 - val_loss: 2.0356 - val_coeff_determination: 0.5449
Epoch 413/500
763/763 [==============================] - 0s 76us/step - loss: 0.3693 - coeff_determination: 0.9150 - val_loss: 2.0850 - val_coeff_determination: 0.5338
Epoch 414/500
763/763 [==============================] - 0s 69us/step - loss: 0.3634 - coeff_determination: 0.9164 - val_loss: 2.0567 - val_coeff_determination: 0.5401
Epoch 415/500
763/763 [==============================] - 0s 67us/step - loss: 0.3578 - coeff_determination: 0.9177 - val_loss: 2.0487 - val_coeff_determination: 0.5419
Epoch 416/500
763/763 [==============================] - 0s 76us/step - loss: 0.3597 - coeff_determination: 0.9173 - val_loss: 2.0881 - val_coeff_determination: 0.5331
Epoch 417/500
763/763 [==============================] - 0s 67us/step - loss: 0.3641 - coeff_determination: 0.9162 - val_loss: 2.0406 - val_coeff_determination: 0.5437
Epoch 418/500
763/763 [==============================] - 0s 69us/step - loss: 0.3635 - coeff_determination: 0.9164 - val_loss: 2.0724 - val_coeff_determination: 0.5366
Epoch 419/500
763/763 [==============================] - 0s 58us/step - loss: 0.3590 - coeff_determination: 0.9174 - val_loss: 2.0598 - val_coeff_determination: 0.5394
Epoch 420/500
763/763 [==============================] - 0s 76us/step - loss: 0.3568 - coeff_determination: 0.9179 - val_loss: 2.0484 - val_coeff_determination: 0.5420
Epoch 421/500
763/763 [==============================] - 0s 68us/step - loss: 0.3589 - coeff_determination: 0.9174 - val_loss: 2.0835 - val_coeff_determination: 0.5342
Epoch 422/500
763/763 [==============================] - 0s 67us/step - loss: 0.3612 - coeff_determination: 0.9169 - val_loss: 2.0468 - val_coeff_determination: 0.5424
Epoch 423/500
763/763 [==============================] - 0s 56us/step - loss: 0.3600 - coeff_determination: 0.9172 - val_loss: 2.0697 - val_coeff_determination: 0.5372
Epoch 424/500
763/763 [==============================] - 0s 72us/step - loss: 0.3571 - coeff_determination: 0.9179 - val_loss: 2.0640 - val_coeff_determination: 0.5385
Epoch 425/500
763/763 [==============================] - 0s 63us/step - loss: 0.3562 - coeff_determination: 0.9181 - val_loss: 2.0520 - val_coeff_determination: 0.5412
Epoch 426/500
763/763 [==============================] - 0s 71us/step - loss: 0.3577 - coeff_determination: 0.9177 - val_loss: 2.0807 - val_coeff_determination: 0.5348
Epoch 427/500
763/763 [==============================] - 0s 73us/step - loss: 0.3589 - coeff_determination: 0.9174 - val_loss: 2.0517 - val_coeff_determination: 0.5413
Epoch 428/500
763/763 [==============================] - 0s 66us/step - loss: 0.3580 - coeff_determination: 0.9177 - val_loss: 2.0707 - val_coeff_determination: 0.5370
Epoch 429/500
763/763 [==============================] - 0s 60us/step - loss: 0.3562 - coeff_determination: 0.9181 - val_loss: 2.0643 - val_coeff_determination: 0.5384
Epoch 430/500
763/763 [==============================] - 0s 69us/step - loss: 0.3554 - coeff_determination: 0.9183 - val_loss: 2.0565 - val_coeff_determination: 0.5402
Epoch 431/500
763/763 [==============================] - 0s 66us/step - loss: 0.3561 - coeff_determination: 0.9181 - val_loss: 2.0772 - val_coeff_determination: 0.5356
Epoch 432/500
763/763 [==============================] - 0s 50us/step - loss: 0.3568 - coeff_determination: 0.9179 - val_loss: 2.0559 - val_coeff_determination: 0.5403
Epoch 433/500
763/763 [==============================] - 0s 66us/step - loss: 0.3565 - coeff_determination: 0.9180 - val_loss: 2.0733 - val_coeff_determination: 0.5364
Epoch 434/500
763/763 [==============================] - 0s 66us/step - loss: 0.3554 - coeff_determination: 0.9182 - val_loss: 2.0664 - val_coeff_determination: 0.5380
Epoch 435/500
763/763 [==============================] - 0s 68us/step - loss: 0.3547 - coeff_determination: 0.9184 - val_loss: 2.0634 - val_coeff_determination: 0.5387
Epoch 436/500
763/763 [==============================] - 0s 67us/step - loss: 0.3549 - coeff_determination: 0.9184 - val_loss: 2.0782 - val_coeff_determination: 0.5353
Epoch 437/500
763/763 [==============================] - 0s 55us/step - loss: 0.3554 - coeff_determination: 0.9182 - val_loss: 2.0608 - val_coeff_determination: 0.5392
Epoch 438/500
763/763 [==============================] - 0s 78us/step - loss: 0.3556 - coeff_determination: 0.9182 - val_loss: 2.0800 - val_coeff_determination: 0.5349
Epoch 439/500
763/763 [==============================] - 0s 51us/step - loss: 0.3552 - coeff_determination: 0.9183 - val_loss: 2.0668 - val_coeff_determination: 0.5379
Epoch 440/500
763/763 [==============================] - 0s 95us/step - loss: 0.3544 - coeff_determination: 0.9185 - val_loss: 2.0732 - val_coeff_determination: 0.5365
Epoch 441/500
763/763 [==============================] - 0s 72us/step - loss: 0.3539 - coeff_determination: 0.9186 - val_loss: 2.0763 - val_coeff_determination: 0.5358
Epoch 442/500
763/763 [==============================] - 0s 71us/step - loss: 0.3539 - coeff_determination: 0.9186 - val_loss: 2.0671 - val_coeff_determination: 0.5378
Epoch 443/500
763/763 [==============================] - 0s 79us/step - loss: 0.3542 - coeff_determination: 0.9185 - val_loss: 2.0820 - val_coeff_determination: 0.5345
Epoch 444/500
763/763 [==============================] - 0s 79us/step - loss: 0.3544 - coeff_determination: 0.9185 - val_loss: 2.0669 - val_coeff_determination: 0.5379
Epoch 445/500
763/763 [==============================] - 0s 70us/step - loss: 0.3542 - coeff_determination: 0.9185 - val_loss: 2.0799 - val_coeff_determination: 0.5350
Epoch 446/500
763/763 [==============================] - 0s 68us/step - loss: 0.3537 - coeff_determination: 0.9186 - val_loss: 2.0727 - val_coeff_determination: 0.5366
Epoch 447/500
763/763 [==============================] - 0s 76us/step - loss: 0.3532 - coeff_determination: 0.9187 - val_loss: 2.0749 - val_coeff_determination: 0.5361
Epoch 448/500
763/763 [==============================] - 0s 76us/step - loss: 0.3531 - coeff_determination: 0.9188 - val_loss: 2.0803 - val_coeff_determination: 0.5349
Epoch 449/500
763/763 [==============================] - 0s 63us/step - loss: 0.3531 - coeff_determination: 0.9188 - val_loss: 2.0718 - val_coeff_determination: 0.5368
Epoch 450/500
763/763 [==============================] - 0s 77us/step - loss: 0.3532 - coeff_determination: 0.9188 - val_loss: 2.0841 - val_coeff_determination: 0.5340
Epoch 451/500
763/763 [==============================] - 0s 72us/step - loss: 0.3532 - coeff_determination: 0.9187 - val_loss: 2.0715 - val_coeff_determination: 0.5368
Epoch 452/500
763/763 [==============================] - 0s 68us/step - loss: 0.3532 - coeff_determination: 0.9188 - val_loss: 2.0845 - val_coeff_determination: 0.5339
Epoch 453/500
763/763 [==============================] - 0s 69us/step - loss: 0.3529 - coeff_determination: 0.9188 - val_loss: 2.0753 - val_coeff_determination: 0.5360
Epoch 454/500
763/763 [==============================] - 0s 71us/step - loss: 0.3526 - coeff_determination: 0.9189 - val_loss: 2.0827 - val_coeff_determination: 0.5343
Epoch 455/500
763/763 [==============================] - 0s 76us/step - loss: 0.3523 - coeff_determination: 0.9190 - val_loss: 2.0807 - val_coeff_determination: 0.5348
Epoch 456/500
763/763 [==============================] - 0s 73us/step - loss: 0.3521 - coeff_determination: 0.9190 - val_loss: 2.0790 - val_coeff_determination: 0.5352
Epoch 457/500
763/763 [==============================] - 0s 73us/step - loss: 0.3520 - coeff_determination: 0.9190 - val_loss: 2.0849 - val_coeff_determination: 0.5338
Epoch 458/500
763/763 [==============================] - 0s 72us/step - loss: 0.3520 - coeff_determination: 0.9190 - val_loss: 2.0772 - val_coeff_determination: 0.5356
Epoch 459/500
763/763 [==============================] - 0s 79us/step - loss: 0.3521 - coeff_determination: 0.9190 - val_loss: 2.0891 - val_coeff_determination: 0.5329
Epoch 460/500
763/763 [==============================] - 0s 75us/step - loss: 0.3521 - coeff_determination: 0.9190 - val_loss: 2.0779 - val_coeff_determination: 0.5354
Epoch 461/500
763/763 [==============================] - 0s 66us/step - loss: 0.3520 - coeff_determination: 0.9190 - val_loss: 2.0909 - val_coeff_determination: 0.5325
Epoch 462/500
763/763 [==============================] - 0s 71us/step - loss: 0.3519 - coeff_determination: 0.9190 - val_loss: 2.0794 - val_coeff_determination: 0.5351
Epoch 463/500
763/763 [==============================] - 0s 80us/step - loss: 0.3517 - coeff_determination: 0.9191 - val_loss: 2.0894 - val_coeff_determination: 0.5328
Epoch 464/500
763/763 [==============================] - 0s 69us/step - loss: 0.3514 - coeff_determination: 0.9192 - val_loss: 2.0822 - val_coeff_determination: 0.5344
Epoch 465/500
763/763 [==============================] - 0s 75us/step - loss: 0.3512 - coeff_determination: 0.9192 - val_loss: 2.0864 - val_coeff_determination: 0.5335
Epoch 466/500
763/763 [==============================] - 0s 73us/step - loss: 0.3510 - coeff_determination: 0.9193 - val_loss: 2.0859 - val_coeff_determination: 0.5336
Epoch 467/500
763/763 [==============================] - 0s 76us/step - loss: 0.3509 - coeff_determination: 0.9193 - val_loss: 2.0847 - val_coeff_determination: 0.5339
Epoch 468/500
763/763 [==============================] - 0s 67us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 2.0899 - val_coeff_determination: 0.5327
Epoch 469/500
763/763 [==============================] - 0s 69us/step - loss: 0.3507 - coeff_determination: 0.9193 - val_loss: 2.0835 - val_coeff_determination: 0.5342
Epoch 470/500
763/763 [==============================] - 0s 71us/step - loss: 0.3507 - coeff_determination: 0.9193 - val_loss: 2.0928 - val_coeff_determination: 0.5321
Epoch 471/500
763/763 [==============================] - 0s 67us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 2.0815 - val_coeff_determination: 0.5346
Epoch 472/500
763/763 [==============================] - 0s 72us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 2.0941 - val_coeff_determination: 0.5318
Epoch 473/500
763/763 [==============================] - 0s 62us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 2.0817 - val_coeff_determination: 0.5346
Epoch 474/500
763/763 [==============================] - 0s 65us/step - loss: 0.3507 - coeff_determination: 0.9193 - val_loss: 2.0957 - val_coeff_determination: 0.5314
Epoch 475/500
763/763 [==============================] - 0s 81us/step - loss: 0.3505 - coeff_determination: 0.9194 - val_loss: 2.0838 - val_coeff_determination: 0.5341
Epoch 476/500
763/763 [==============================] - 0s 64us/step - loss: 0.3504 - coeff_determination: 0.9194 - val_loss: 2.0979 - val_coeff_determination: 0.5309
Epoch 477/500
763/763 [==============================] - 0s 64us/step - loss: 0.3504 - coeff_determination: 0.9194 - val_loss: 2.0840 - val_coeff_determination: 0.5340
Epoch 478/500
763/763 [==============================] - 0s 68us/step - loss: 0.3504 - coeff_determination: 0.9194 - val_loss: 2.0999 - val_coeff_determination: 0.5305
Epoch 479/500
763/763 [==============================] - 0s 64us/step - loss: 0.3505 - coeff_determination: 0.9194 - val_loss: 2.0831 - val_coeff_determination: 0.5343
Epoch 480/500
763/763 [==============================] - 0s 63us/step - loss: 0.3505 - coeff_determination: 0.9194 - val_loss: 2.1019 - val_coeff_determination: 0.5300
Epoch 481/500
763/763 [==============================] - 0s 64us/step - loss: 0.3505 - coeff_determination: 0.9194 - val_loss: 2.0827 - val_coeff_determination: 0.5343
Epoch 482/500
763/763 [==============================] - 0s 66us/step - loss: 0.3506 - coeff_determination: 0.9194 - val_loss: 2.1037 - val_coeff_determination: 0.5296
Epoch 483/500
763/763 [==============================] - 0s 82us/step - loss: 0.3506 - coeff_determination: 0.9193 - val_loss: 2.0822 - val_coeff_determination: 0.5345
Epoch 484/500
763/763 [==============================] - 0s 68us/step - loss: 0.3507 - coeff_determination: 0.9193 - val_loss: 2.1064 - val_coeff_determination: 0.5290
Epoch 485/500
763/763 [==============================] - 0s 73us/step - loss: 0.3509 - coeff_determination: 0.9193 - val_loss: 2.0809 - val_coeff_determination: 0.5347
Epoch 486/500
763/763 [==============================] - 0s 62us/step - loss: 0.3513 - coeff_determination: 0.9192 - val_loss: 2.1106 - val_coeff_determination: 0.5281
Epoch 487/500
763/763 [==============================] - 0s 71us/step - loss: 0.3518 - coeff_determination: 0.9191 - val_loss: 2.0785 - val_coeff_determination: 0.5353
Epoch 488/500
763/763 [==============================] - 0s 72us/step - loss: 0.3526 - coeff_determination: 0.9189 - val_loss: 2.1162 - val_coeff_determination: 0.5268
Epoch 489/500
763/763 [==============================] - 0s 73us/step - loss: 0.3536 - coeff_determination: 0.9187 - val_loss: 2.0761 - val_coeff_determination: 0.5358
Epoch 490/500
763/763 [==============================] - 0s 67us/step - loss: 0.3546 - coeff_determination: 0.9184 - val_loss: 2.1239 - val_coeff_determination: 0.5251
Epoch 491/500
763/763 [==============================] - 0s 71us/step - loss: 0.3563 - coeff_determination: 0.9180 - val_loss: 2.0731 - val_coeff_determination: 0.5365
Epoch 492/500
763/763 [==============================] - 0s 71us/step - loss: 0.3581 - coeff_determination: 0.9176 - val_loss: 2.1322 - val_coeff_determination: 0.5233
Epoch 493/500
763/763 [==============================] - 0s 66us/step - loss: 0.3602 - coeff_determination: 0.9171 - val_loss: 2.0698 - val_coeff_determination: 0.5372
Epoch 494/500
763/763 [==============================] - 0s 69us/step - loss: 0.3619 - coeff_determination: 0.9167 - val_loss: 2.1380 - val_coeff_determination: 0.5220
Epoch 495/500
763/763 [==============================] - 0s 69us/step - loss: 0.3631 - coeff_determination: 0.9165 - val_loss: 2.0687 - val_coeff_determination: 0.5375
Epoch 496/500
763/763 [==============================] - 0s 52us/step - loss: 0.3628 - coeff_determination: 0.9165 - val_loss: 2.1321 - val_coeff_determination: 0.5233
Epoch 497/500
763/763 [==============================] - 0s 89us/step - loss: 0.3609 - coeff_determination: 0.9170 - val_loss: 2.0692 - val_coeff_determination: 0.5373
Epoch 498/500
763/763 [==============================] - 0s 73us/step - loss: 0.3574 - coeff_determination: 0.9178 - val_loss: 2.1141 - val_coeff_determination: 0.5273
Epoch 499/500
763/763 [==============================] - 0s 77us/step - loss: 0.3536 - coeff_determination: 0.9187 - val_loss: 2.0758 - val_coeff_determination: 0.5359
Epoch 500/500
763/763 [==============================] - 0s 72us/step - loss: 0.3501 - coeff_determination: 0.9195 - val_loss: 2.0948 - val_coeff_determination: 0.5316
In [16]:
# with_bias; He_Init
k_folds_NN(X=train_x_flatten.T,Y=train_y_b4.T,batch_size=1144, epochs=500,path='C:/Users/DR/Desktop/P2/Latent-master/pic/BGD_HeInit_WithBias/')
Train on 762 samples, validate on 382 samples
Epoch 1/500
762/762 [==============================] - 0s 623us/step - loss: 14.2391 - coeff_determination: -2.2098 - val_loss: 14.3213 - val_coeff_determination: -2.3287
Epoch 2/500
762/762 [==============================] - 0s 54us/step - loss: 14.4502 - coeff_determination: -2.2574 - val_loss: 13.8746 - val_coeff_determination: -2.2249
Epoch 3/500
762/762 [==============================] - 0s 54us/step - loss: 14.0947 - coeff_determination: -2.1773 - val_loss: 13.7317 - val_coeff_determination: -2.1917
Epoch 4/500
762/762 [==============================] - 0s 66us/step - loss: 13.9481 - coeff_determination: -2.1442 - val_loss: 13.4670 - val_coeff_determination: -2.1301
Epoch 5/500
762/762 [==============================] - 0s 63us/step - loss: 13.6893 - coeff_determination: -2.0859 - val_loss: 13.3814 - val_coeff_determination: -2.1102
Epoch 6/500
762/762 [==============================] - 0s 60us/step - loss: 13.6036 - coeff_determination: -2.0666 - val_loss: 13.3321 - val_coeff_determination: -2.0988
Epoch 7/500
762/762 [==============================] - 0s 60us/step - loss: 13.5547 - coeff_determination: -2.0556 - val_loss: 13.2820 - val_coeff_determination: -2.0871
Epoch 8/500
762/762 [==============================] - 0s 60us/step - loss: 13.5047 - coeff_determination: -2.0443 - val_loss: 13.2349 - val_coeff_determination: -2.0762
Epoch 9/500
762/762 [==============================] - 0s 60us/step - loss: 13.4570 - coeff_determination: -2.0335 - val_loss: 13.1907 - val_coeff_determination: -2.0659
Epoch 10/500
762/762 [==============================] - 0s 64us/step - loss: 13.4125 - coeff_determination: -2.0235 - val_loss: 13.1462 - val_coeff_determination: -2.0556
Epoch 11/500
762/762 [==============================] - 0s 60us/step - loss: 13.3678 - coeff_determination: -2.0134 - val_loss: 13.1019 - val_coeff_determination: -2.0453
Epoch 12/500
762/762 [==============================] - 0s 70us/step - loss: 13.3232 - coeff_determination: -2.0034 - val_loss: 13.0576 - val_coeff_determination: -2.0350
Epoch 13/500
762/762 [==============================] - 0s 70us/step - loss: 13.2788 - coeff_determination: -1.9934 - val_loss: 13.0136 - val_coeff_determination: -2.0248
Epoch 14/500
762/762 [==============================] - 0s 64us/step - loss: 13.2345 - coeff_determination: -1.9834 - val_loss: 12.9697 - val_coeff_determination: -2.0146
Epoch 15/500
762/762 [==============================] - 0s 67us/step - loss: 13.1904 - coeff_determination: -1.9734 - val_loss: 12.9259 - val_coeff_determination: -2.0044
Epoch 16/500
762/762 [==============================] - 0s 68us/step - loss: 13.1464 - coeff_determination: -1.9635 - val_loss: 12.8823 - val_coeff_determination: -1.9942
Epoch 17/500
762/762 [==============================] - 0s 58us/step - loss: 13.1025 - coeff_determination: -1.9536 - val_loss: 12.8388 - val_coeff_determination: -1.9841
Epoch 18/500
762/762 [==============================] - 0s 75us/step - loss: 13.0588 - coeff_determination: -1.9438 - val_loss: 12.7954 - val_coeff_determination: -1.9741
Epoch 19/500
762/762 [==============================] - 0s 64us/step - loss: 13.0152 - coeff_determination: -1.9339 - val_loss: 12.7522 - val_coeff_determination: -1.9640
Epoch 20/500
762/762 [==============================] - 0s 67us/step - loss: 12.9718 - coeff_determination: -1.9241 - val_loss: 12.7091 - val_coeff_determination: -1.9540
Epoch 21/500
762/762 [==============================] - 0s 67us/step - loss: 12.9285 - coeff_determination: -1.9144 - val_loss: 12.6662 - val_coeff_determination: -1.9440
Epoch 22/500
762/762 [==============================] - 0s 76us/step - loss: 12.8853 - coeff_determination: -1.9046 - val_loss: 12.6234 - val_coeff_determination: -1.9341
Epoch 23/500
762/762 [==============================] - 0s 67us/step - loss: 12.8422 - coeff_determination: -1.8949 - val_loss: 12.5808 - val_coeff_determination: -1.9242
Epoch 24/500
762/762 [==============================] - 0s 71us/step - loss: 12.7994 - coeff_determination: -1.8853 - val_loss: 12.5383 - val_coeff_determination: -1.9143
Epoch 25/500
762/762 [==============================] - 0s 66us/step - loss: 12.7567 - coeff_determination: -1.8757 - val_loss: 12.4959 - val_coeff_determination: -1.9044
Epoch 26/500
762/762 [==============================] - 0s 72us/step - loss: 12.7141 - coeff_determination: -1.8661 - val_loss: 12.4537 - val_coeff_determination: -1.8946
Epoch 27/500
762/762 [==============================] - 0s 66us/step - loss: 12.6716 - coeff_determination: -1.8565 - val_loss: 12.4116 - val_coeff_determination: -1.8848
Epoch 28/500
762/762 [==============================] - 0s 70us/step - loss: 12.6293 - coeff_determination: -1.8470 - val_loss: 12.3697 - val_coeff_determination: -1.8751
Epoch 29/500
762/762 [==============================] - 0s 70us/step - loss: 12.5872 - coeff_determination: -1.8375 - val_loss: 12.3274 - val_coeff_determination: -1.8653
Epoch 30/500
762/762 [==============================] - 0s 64us/step - loss: 12.5447 - coeff_determination: -1.8279 - val_loss: 12.2858 - val_coeff_determination: -1.8556
Epoch 31/500
762/762 [==============================] - 0s 67us/step - loss: 12.5028 - coeff_determination: -1.8184 - val_loss: 12.2442 - val_coeff_determination: -1.8459
Epoch 32/500
762/762 [==============================] - 0s 68us/step - loss: 12.4611 - coeff_determination: -1.8090 - val_loss: 12.2025 - val_coeff_determination: -1.8362
Epoch 33/500
762/762 [==============================] - 0s 60us/step - loss: 12.4193 - coeff_determination: -1.7996 - val_loss: 12.1609 - val_coeff_determination: -1.8266
Epoch 34/500
762/762 [==============================] - 0s 71us/step - loss: 12.3776 - coeff_determination: -1.7902 - val_loss: 12.1193 - val_coeff_determination: -1.8169
Epoch 35/500
762/762 [==============================] - 0s 66us/step - loss: 12.3358 - coeff_determination: -1.7808 - val_loss: 12.0774 - val_coeff_determination: -1.8072
Epoch 36/500
762/762 [==============================] - 0s 70us/step - loss: 12.2937 - coeff_determination: -1.7713 - val_loss: 12.0351 - val_coeff_determination: -1.7973
Epoch 37/500
762/762 [==============================] - 0s 72us/step - loss: 12.2511 - coeff_determination: -1.7617 - val_loss: 11.9923 - val_coeff_determination: -1.7874
Epoch 38/500
762/762 [==============================] - 0s 71us/step - loss: 12.2076 - coeff_determination: -1.7519 - val_loss: 11.9474 - val_coeff_determination: -1.7769
Epoch 39/500
762/762 [==============================] - 0s 65us/step - loss: 12.1619 - coeff_determination: -1.7416 - val_loss: 11.8989 - val_coeff_determination: -1.7657
Epoch 40/500
762/762 [==============================] - 0s 61us/step - loss: 12.1129 - coeff_determination: -1.7305 - val_loss: 11.8433 - val_coeff_determination: -1.7528
Epoch 41/500
762/762 [==============================] - 0s 63us/step - loss: 12.0575 - coeff_determination: -1.7180 - val_loss: 11.7699 - val_coeff_determination: -1.7357
Epoch 42/500
762/762 [==============================] - 0s 41us/step - loss: 11.9846 - coeff_determination: -1.7016 - val_loss: 11.6666 - val_coeff_determination: -1.7117
Epoch 43/500
762/762 [==============================] - 0s 41us/step - loss: 11.8801 - coeff_determination: -1.6781 - val_loss: 11.5163 - val_coeff_determination: -1.6767
Epoch 44/500
762/762 [==============================] - 0s 61us/step - loss: 11.7275 - coeff_determination: -1.6437 - val_loss: 11.3061 - val_coeff_determination: -1.6279
Epoch 45/500
762/762 [==============================] - 0s 61us/step - loss: 11.5212 - coeff_determination: -1.5972 - val_loss: 11.0736 - val_coeff_determination: -1.5738
Epoch 46/500
762/762 [==============================] - 0s 61us/step - loss: 11.2920 - coeff_determination: -1.5455 - val_loss: 10.8111 - val_coeff_determination: -1.5128
Epoch 47/500
762/762 [==============================] - 0s 61us/step - loss: 11.0333 - coeff_determination: -1.4872 - val_loss: 10.5288 - val_coeff_determination: -1.4472
Epoch 48/500
762/762 [==============================] - 0s 41us/step - loss: 10.7532 - coeff_determination: -1.4240 - val_loss: 10.2434 - val_coeff_determination: -1.3809
Epoch 49/500
762/762 [==============================] - 0s 61us/step - loss: 10.4680 - coeff_determination: -1.3597 - val_loss: 9.9530 - val_coeff_determination: -1.3134
Epoch 50/500
762/762 [==============================] - 0s 82us/step - loss: 10.1780 - coeff_determination: -1.2944 - val_loss: 9.6544 - val_coeff_determination: -1.2440
Epoch 51/500
762/762 [==============================] - 0s 61us/step - loss: 9.8823 - coeff_determination: -1.2277 - val_loss: 9.3262 - val_coeff_determination: -1.1677
Epoch 52/500
762/762 [==============================] - 0s 61us/step - loss: 9.5561 - coeff_determination: -1.1542 - val_loss: 8.9510 - val_coeff_determination: -1.0805
Epoch 53/500
762/762 [==============================] - 0s 41us/step - loss: 9.1862 - coeff_determination: -1.0708 - val_loss: 8.5222 - val_coeff_determination: -0.9808
Epoch 54/500
762/762 [==============================] - 0s 61us/step - loss: 8.7638 - coeff_determination: -0.9756 - val_loss: 8.0365 - val_coeff_determination: -0.8679
Epoch 55/500
762/762 [==============================] - 0s 61us/step - loss: 8.2839 - coeff_determination: -0.8674 - val_loss: 7.5067 - val_coeff_determination: -0.7448
Epoch 56/500
762/762 [==============================] - 0s 41us/step - loss: 7.7588 - coeff_determination: -0.7490 - val_loss: 6.9420 - val_coeff_determination: -0.6135
Epoch 57/500
762/762 [==============================] - 0s 61us/step - loss: 7.1959 - coeff_determination: -0.6221 - val_loss: 6.3642 - val_coeff_determination: -0.4792
Epoch 58/500
762/762 [==============================] - 0s 61us/step - loss: 6.6144 - coeff_determination: -0.4910 - val_loss: 5.8068 - val_coeff_determination: -0.3497
Epoch 59/500
762/762 [==============================] - 0s 61us/step - loss: 6.0444 - coeff_determination: -0.3626 - val_loss: 5.3133 - val_coeff_determination: -0.2350
Epoch 60/500
762/762 [==============================] - 0s 61us/step - loss: 5.5266 - coeff_determination: -0.2458 - val_loss: 4.9366 - val_coeff_determination: -0.1474
Epoch 61/500
762/762 [==============================] - 0s 42us/step - loss: 5.1105 - coeff_determination: -0.1520 - val_loss: 4.7281 - val_coeff_determination: -0.0990
Epoch 62/500
762/762 [==============================] - 0s 61us/step - loss: 4.8455 - coeff_determination: -0.0923 - val_loss: 4.7122 - val_coeff_determination: -0.0953
Epoch 63/500
762/762 [==============================] - 0s 61us/step - loss: 4.7596 - coeff_determination: -0.0729 - val_loss: 4.8507 - val_coeff_determination: -0.1275
Epoch 64/500
762/762 [==============================] - 0s 61us/step - loss: 4.8243 - coeff_determination: -0.0875 - val_loss: 5.0236 - val_coeff_determination: -0.1676
Epoch 65/500
762/762 [==============================] - 0s 61us/step - loss: 4.9360 - coeff_determination: -0.1127 - val_loss: 5.0768 - val_coeff_determination: -0.1800
Epoch 66/500
762/762 [==============================] - 0s 41us/step - loss: 4.9557 - coeff_determination: -0.1171 - val_loss: 4.9297 - val_coeff_determination: -0.1458
Epoch 67/500
762/762 [==============================] - 0s 61us/step - loss: 4.8071 - coeff_determination: -0.0836 - val_loss: 4.6143 - val_coeff_determination: -0.0725
Epoch 68/500
762/762 [==============================] - 0s 61us/step - loss: 4.5144 - coeff_determination: -0.0176 - val_loss: 4.2165 - val_coeff_determination: 0.0200
Epoch 69/500
762/762 [==============================] - 0s 61us/step - loss: 4.1511 - coeff_determination: 0.0642 - val_loss: 3.8307 - val_coeff_determination: 0.1096
Epoch 70/500
762/762 [==============================] - 0s 41us/step - loss: 3.8011 - coeff_determination: 0.1431 - val_loss: 3.5203 - val_coeff_determination: 0.1818
Epoch 71/500
762/762 [==============================] - 0s 61us/step - loss: 3.5172 - coeff_determination: 0.2071 - val_loss: 3.3011 - val_coeff_determination: 0.2327
Epoch 72/500
762/762 [==============================] - 0s 61us/step - loss: 3.3133 - coeff_determination: 0.2531 - val_loss: 3.1652 - val_coeff_determination: 0.2643
Epoch 73/500
762/762 [==============================] - 0s 61us/step - loss: 3.1807 - coeff_determination: 0.2830 - val_loss: 3.0856 - val_coeff_determination: 0.2828
Epoch 74/500
762/762 [==============================] - 0s 41us/step - loss: 3.0950 - coeff_determination: 0.3023 - val_loss: 3.0331 - val_coeff_determination: 0.2950
Epoch 75/500
762/762 [==============================] - 0s 61us/step - loss: 3.0301 - coeff_determination: 0.3169 - val_loss: 2.9851 - val_coeff_determination: 0.3062
Epoch 76/500
762/762 [==============================] - 0s 61us/step - loss: 2.9660 - coeff_determination: 0.3314 - val_loss: 2.9265 - val_coeff_determination: 0.3198
Epoch 77/500
762/762 [==============================] - 0s 61us/step - loss: 2.8900 - coeff_determination: 0.3485 - val_loss: 2.8525 - val_coeff_determination: 0.3370
Epoch 78/500
762/762 [==============================] - 0s 41us/step - loss: 2.7962 - coeff_determination: 0.3697 - val_loss: 2.7639 - val_coeff_determination: 0.3576
Epoch 79/500
762/762 [==============================] - 0s 61us/step - loss: 2.6868 - coeff_determination: 0.3943 - val_loss: 2.6663 - val_coeff_determination: 0.3803
Epoch 80/500
762/762 [==============================] - 0s 61us/step - loss: 2.5673 - coeff_determination: 0.4213 - val_loss: 2.5686 - val_coeff_determination: 0.4030
Epoch 81/500
762/762 [==============================] - 0s 41us/step - loss: 2.4466 - coeff_determination: 0.4485 - val_loss: 2.4809 - val_coeff_determination: 0.4234
Epoch 82/500
762/762 [==============================] - 0s 61us/step - loss: 2.3348 - coeff_determination: 0.4737 - val_loss: 2.4124 - val_coeff_determination: 0.4393
Epoch 83/500
762/762 [==============================] - 0s 41us/step - loss: 2.2413 - coeff_determination: 0.4948 - val_loss: 2.3688 - val_coeff_determination: 0.4494
Epoch 84/500
762/762 [==============================] - 0s 61us/step - loss: 2.1721 - coeff_determination: 0.5104 - val_loss: 2.3504 - val_coeff_determination: 0.4537
Epoch 85/500
762/762 [==============================] - 0s 61us/step - loss: 2.1287 - coeff_determination: 0.5201 - val_loss: 2.3515 - val_coeff_determination: 0.4534
Epoch 86/500
762/762 [==============================] - 0s 41us/step - loss: 2.1067 - coeff_determination: 0.5251 - val_loss: 2.3608 - val_coeff_determination: 0.4513
Epoch 87/500
762/762 [==============================] - 0s 63us/step - loss: 2.0965 - coeff_determination: 0.5274 - val_loss: 2.3660 - val_coeff_determination: 0.4501
Epoch 88/500
762/762 [==============================] - 0s 61us/step - loss: 2.0873 - coeff_determination: 0.5295 - val_loss: 2.3573 - val_coeff_determination: 0.4521
Epoch 89/500
762/762 [==============================] - 0s 61us/step - loss: 2.0698 - coeff_determination: 0.5334 - val_loss: 2.3316 - val_coeff_determination: 0.4581
Epoch 90/500
762/762 [==============================] - 0s 61us/step - loss: 2.0411 - coeff_determination: 0.5399 - val_loss: 2.2919 - val_coeff_determination: 0.4673
Epoch 91/500
762/762 [==============================] - 0s 41us/step - loss: 2.0027 - coeff_determination: 0.5485 - val_loss: 2.2439 - val_coeff_determination: 0.4784
Epoch 92/500
762/762 [==============================] - 0s 61us/step - loss: 1.9601 - coeff_determination: 0.5581 - val_loss: 2.1961 - val_coeff_determination: 0.4896
Epoch 93/500
762/762 [==============================] - 0s 41us/step - loss: 1.9197 - coeff_determination: 0.5673 - val_loss: 2.1541 - val_coeff_determination: 0.4993
Epoch 94/500
762/762 [==============================] - 0s 61us/step - loss: 1.8855 - coeff_determination: 0.5750 - val_loss: 2.1207 - val_coeff_determination: 0.5071
Epoch 95/500
762/762 [==============================] - 0s 41us/step - loss: 1.8584 - coeff_determination: 0.5811 - val_loss: 2.0955 - val_coeff_determination: 0.5129
Epoch 96/500
762/762 [==============================] - 0s 61us/step - loss: 1.8370 - coeff_determination: 0.5859 - val_loss: 2.0756 - val_coeff_determination: 0.5176
Epoch 97/500
762/762 [==============================] - 0s 41us/step - loss: 1.8188 - coeff_determination: 0.5900 - val_loss: 2.0579 - val_coeff_determination: 0.5217
Epoch 98/500
762/762 [==============================] - 0s 61us/step - loss: 1.8006 - coeff_determination: 0.5941 - val_loss: 2.0402 - val_coeff_determination: 0.5258
Epoch 99/500
762/762 [==============================] - 0s 61us/step - loss: 1.7803 - coeff_determination: 0.5987 - val_loss: 2.0213 - val_coeff_determination: 0.5302
Epoch 100/500
762/762 [==============================] - 0s 61us/step - loss: 1.7572 - coeff_determination: 0.6039 - val_loss: 2.0010 - val_coeff_determination: 0.5349
Epoch 101/500
762/762 [==============================] - 0s 41us/step - loss: 1.7310 - coeff_determination: 0.6098 - val_loss: 1.9803 - val_coeff_determination: 0.5397
Epoch 102/500
762/762 [==============================] - 0s 61us/step - loss: 1.7031 - coeff_determination: 0.6161 - val_loss: 1.9600 - val_coeff_determination: 0.5444
Epoch 103/500
762/762 [==============================] - 0s 41us/step - loss: 1.6750 - coeff_determination: 0.6224 - val_loss: 1.9419 - val_coeff_determination: 0.5486
Epoch 104/500
762/762 [==============================] - 0s 61us/step - loss: 1.6489 - coeff_determination: 0.6283 - val_loss: 1.9268 - val_coeff_determination: 0.5522
Epoch 105/500
762/762 [==============================] - 0s 41us/step - loss: 1.6257 - coeff_determination: 0.6335 - val_loss: 1.9143 - val_coeff_determination: 0.5551
Epoch 106/500
762/762 [==============================] - 0s 61us/step - loss: 1.6055 - coeff_determination: 0.6381 - val_loss: 1.9043 - val_coeff_determination: 0.5574
Epoch 107/500
762/762 [==============================] - 0s 61us/step - loss: 1.5881 - coeff_determination: 0.6420 - val_loss: 1.8940 - val_coeff_determination: 0.5598
Epoch 108/500
762/762 [==============================] - 0s 61us/step - loss: 1.5720 - coeff_determination: 0.6456 - val_loss: 1.8820 - val_coeff_determination: 0.5626
Epoch 109/500
762/762 [==============================] - 0s 41us/step - loss: 1.5558 - coeff_determination: 0.6493 - val_loss: 1.8678 - val_coeff_determination: 0.5659
Epoch 110/500
762/762 [==============================] - 0s 42us/step - loss: 1.5388 - coeff_determination: 0.6531 - val_loss: 1.8512 - val_coeff_determination: 0.5697
Epoch 111/500
762/762 [==============================] - 0s 61us/step - loss: 1.5206 - coeff_determination: 0.6572 - val_loss: 1.8329 - val_coeff_determination: 0.5740
Epoch 112/500
762/762 [==============================] - 0s 41us/step - loss: 1.5016 - coeff_determination: 0.6615 - val_loss: 1.8145 - val_coeff_determination: 0.5782
Epoch 113/500
762/762 [==============================] - 0s 61us/step - loss: 1.4827 - coeff_determination: 0.6658 - val_loss: 1.7971 - val_coeff_determination: 0.5823
Epoch 114/500
762/762 [==============================] - 0s 41us/step - loss: 1.4645 - coeff_determination: 0.6699 - val_loss: 1.7811 - val_coeff_determination: 0.5860
Epoch 115/500
762/762 [==============================] - 0s 41us/step - loss: 1.4477 - coeff_determination: 0.6737 - val_loss: 1.7667 - val_coeff_determination: 0.5894
Epoch 116/500
762/762 [==============================] - 0s 61us/step - loss: 1.4321 - coeff_determination: 0.6772 - val_loss: 1.7538 - val_coeff_determination: 0.5924
Epoch 117/500
762/762 [==============================] - 0s 61us/step - loss: 1.4173 - coeff_determination: 0.6805 - val_loss: 1.7417 - val_coeff_determination: 0.5952
Epoch 118/500
762/762 [==============================] - 0s 61us/step - loss: 1.4029 - coeff_determination: 0.6838 - val_loss: 1.7302 - val_coeff_determination: 0.5978
Epoch 119/500
762/762 [==============================] - 0s 41us/step - loss: 1.3883 - coeff_determination: 0.6870 - val_loss: 1.7188 - val_coeff_determination: 0.6005
Epoch 120/500
762/762 [==============================] - 0s 61us/step - loss: 1.3735 - coeff_determination: 0.6904 - val_loss: 1.7074 - val_coeff_determination: 0.6032
Epoch 121/500
762/762 [==============================] - 0s 61us/step - loss: 1.3583 - coeff_determination: 0.6938 - val_loss: 1.6956 - val_coeff_determination: 0.6059
Epoch 122/500
762/762 [==============================] - 0s 41us/step - loss: 1.3430 - coeff_determination: 0.6973 - val_loss: 1.6838 - val_coeff_determination: 0.6086
Epoch 123/500
762/762 [==============================] - 0s 41us/step - loss: 1.3279 - coeff_determination: 0.7007 - val_loss: 1.6726 - val_coeff_determination: 0.6112
Epoch 124/500
762/762 [==============================] - 0s 61us/step - loss: 1.3134 - coeff_determination: 0.7039 - val_loss: 1.6621 - val_coeff_determination: 0.6137
Epoch 125/500
762/762 [==============================] - 0s 41us/step - loss: 1.2996 - coeff_determination: 0.7070 - val_loss: 1.6523 - val_coeff_determination: 0.6159
Epoch 126/500
762/762 [==============================] - 0s 41us/step - loss: 1.2863 - coeff_determination: 0.7100 - val_loss: 1.6430 - val_coeff_determination: 0.6181
Epoch 127/500
762/762 [==============================] - 0s 61us/step - loss: 1.2736 - coeff_determination: 0.7129 - val_loss: 1.6339 - val_coeff_determination: 0.6202
Epoch 128/500
762/762 [==============================] - 0s 61us/step - loss: 1.2609 - coeff_determination: 0.7158 - val_loss: 1.6250 - val_coeff_determination: 0.6223
Epoch 129/500
762/762 [==============================] - 0s 61us/step - loss: 1.2483 - coeff_determination: 0.7186 - val_loss: 1.6163 - val_coeff_determination: 0.6243
Epoch 130/500
762/762 [==============================] - 0s 41us/step - loss: 1.2357 - coeff_determination: 0.7214 - val_loss: 1.6080 - val_coeff_determination: 0.6262
Epoch 131/500
762/762 [==============================] - 0s 82us/step - loss: 1.2232 - coeff_determination: 0.7243 - val_loss: 1.6001 - val_coeff_determination: 0.6281
Epoch 132/500
762/762 [==============================] - 0s 61us/step - loss: 1.2112 - coeff_determination: 0.7270 - val_loss: 1.5926 - val_coeff_determination: 0.6298
Epoch 133/500
762/762 [==============================] - 0s 42us/step - loss: 1.1998 - coeff_determination: 0.7295 - val_loss: 1.5857 - val_coeff_determination: 0.6314
Epoch 134/500
762/762 [==============================] - 0s 41us/step - loss: 1.1887 - coeff_determination: 0.7320 - val_loss: 1.5791 - val_coeff_determination: 0.6330
Epoch 135/500
762/762 [==============================] - 0s 61us/step - loss: 1.1779 - coeff_determination: 0.7345 - val_loss: 1.5727 - val_coeff_determination: 0.6345
Epoch 136/500
762/762 [==============================] - 0s 61us/step - loss: 1.1672 - coeff_determination: 0.7369 - val_loss: 1.5664 - val_coeff_determination: 0.6359
Epoch 137/500
762/762 [==============================] - 0s 61us/step - loss: 1.1566 - coeff_determination: 0.7393 - val_loss: 1.5597 - val_coeff_determination: 0.6375
Epoch 138/500
762/762 [==============================] - 0s 61us/step - loss: 1.1461 - coeff_determination: 0.7416 - val_loss: 1.5528 - val_coeff_determination: 0.6391
Epoch 139/500
762/762 [==============================] - 0s 61us/step - loss: 1.1358 - coeff_determination: 0.7440 - val_loss: 1.5462 - val_coeff_determination: 0.6406
Epoch 140/500
762/762 [==============================] - 0s 41us/step - loss: 1.1257 - coeff_determination: 0.7462 - val_loss: 1.5395 - val_coeff_determination: 0.6422
Epoch 141/500
762/762 [==============================] - 0s 41us/step - loss: 1.1159 - coeff_determination: 0.7484 - val_loss: 1.5330 - val_coeff_determination: 0.6437
Epoch 142/500
762/762 [==============================] - 0s 61us/step - loss: 1.1064 - coeff_determination: 0.7506 - val_loss: 1.5271 - val_coeff_determination: 0.6450
Epoch 143/500
762/762 [==============================] - 0s 61us/step - loss: 1.0970 - coeff_determination: 0.7527 - val_loss: 1.5216 - val_coeff_determination: 0.6463
Epoch 144/500
762/762 [==============================] - 0s 61us/step - loss: 1.0876 - coeff_determination: 0.7548 - val_loss: 1.5164 - val_coeff_determination: 0.6475
Epoch 145/500
762/762 [==============================] - 0s 61us/step - loss: 1.0786 - coeff_determination: 0.7569 - val_loss: 1.5116 - val_coeff_determination: 0.6487
Epoch 146/500
762/762 [==============================] - 0s 61us/step - loss: 1.0698 - coeff_determination: 0.7588 - val_loss: 1.5064 - val_coeff_determination: 0.6499
Epoch 147/500
762/762 [==============================] - 0s 41us/step - loss: 1.0612 - coeff_determination: 0.7608 - val_loss: 1.5009 - val_coeff_determination: 0.6511
Epoch 148/500
762/762 [==============================] - 0s 61us/step - loss: 1.0528 - coeff_determination: 0.7627 - val_loss: 1.4950 - val_coeff_determination: 0.6525
Epoch 149/500
762/762 [==============================] - 0s 61us/step - loss: 1.0446 - coeff_determination: 0.7645 - val_loss: 1.4892 - val_coeff_determination: 0.6539
Epoch 150/500
762/762 [==============================] - 0s 41us/step - loss: 1.0364 - coeff_determination: 0.7664 - val_loss: 1.4833 - val_coeff_determination: 0.6552
Epoch 151/500
762/762 [==============================] - 0s 61us/step - loss: 1.0284 - coeff_determination: 0.7682 - val_loss: 1.4778 - val_coeff_determination: 0.6565
Epoch 152/500
762/762 [==============================] - 0s 61us/step - loss: 1.0206 - coeff_determination: 0.7699 - val_loss: 1.4727 - val_coeff_determination: 0.6577
Epoch 153/500
762/762 [==============================] - 0s 61us/step - loss: 1.0130 - coeff_determination: 0.7717 - val_loss: 1.4681 - val_coeff_determination: 0.6588
Epoch 154/500
762/762 [==============================] - 0s 61us/step - loss: 1.0054 - coeff_determination: 0.7734 - val_loss: 1.4641 - val_coeff_determination: 0.6597
Epoch 155/500
762/762 [==============================] - 0s 61us/step - loss: 0.9980 - coeff_determination: 0.7750 - val_loss: 1.4605 - val_coeff_determination: 0.6605
Epoch 156/500
762/762 [==============================] - 0s 42us/step - loss: 0.9906 - coeff_determination: 0.7767 - val_loss: 1.4573 - val_coeff_determination: 0.6613
Epoch 157/500
762/762 [==============================] - 0s 61us/step - loss: 0.9835 - coeff_determination: 0.7783 - val_loss: 1.4539 - val_coeff_determination: 0.6621
Epoch 158/500
762/762 [==============================] - 0s 82us/step - loss: 0.9765 - coeff_determination: 0.7799 - val_loss: 1.4506 - val_coeff_determination: 0.6628
Epoch 159/500
762/762 [==============================] - 0s 99us/step - loss: 0.9695 - coeff_determination: 0.7815 - val_loss: 1.4472 - val_coeff_determination: 0.6636
Epoch 160/500
762/762 [==============================] - 0s 66us/step - loss: 0.9626 - coeff_determination: 0.7830 - val_loss: 1.4440 - val_coeff_determination: 0.6644
Epoch 161/500
762/762 [==============================] - 0s 75us/step - loss: 0.9558 - coeff_determination: 0.7845 - val_loss: 1.4412 - val_coeff_determination: 0.6650
Epoch 162/500
762/762 [==============================] - 0s 63us/step - loss: 0.9493 - coeff_determination: 0.7860 - val_loss: 1.4379 - val_coeff_determination: 0.6658
Epoch 163/500
762/762 [==============================] - 0s 73us/step - loss: 0.9428 - coeff_determination: 0.7875 - val_loss: 1.4342 - val_coeff_determination: 0.6666
Epoch 164/500
762/762 [==============================] - 0s 63us/step - loss: 0.9362 - coeff_determination: 0.7890 - val_loss: 1.4311 - val_coeff_determination: 0.6674
Epoch 165/500
762/762 [==============================] - 0s 64us/step - loss: 0.9297 - coeff_determination: 0.7904 - val_loss: 1.4284 - val_coeff_determination: 0.6680
Epoch 166/500
762/762 [==============================] - 0s 62us/step - loss: 0.9236 - coeff_determination: 0.7918 - val_loss: 1.4259 - val_coeff_determination: 0.6686
Epoch 167/500
762/762 [==============================] - 0s 72us/step - loss: 0.9173 - coeff_determination: 0.7932 - val_loss: 1.4236 - val_coeff_determination: 0.6691
Epoch 168/500
762/762 [==============================] - 0s 67us/step - loss: 0.9110 - coeff_determination: 0.7946 - val_loss: 1.4209 - val_coeff_determination: 0.6697
Epoch 169/500
762/762 [==============================] - 0s 59us/step - loss: 0.9045 - coeff_determination: 0.7961 - val_loss: 1.4180 - val_coeff_determination: 0.6704
Epoch 170/500
762/762 [==============================] - 0s 56us/step - loss: 0.8983 - coeff_determination: 0.7975 - val_loss: 1.4155 - val_coeff_determination: 0.6710
Epoch 171/500
762/762 [==============================] - 0s 63us/step - loss: 0.8924 - coeff_determination: 0.7988 - val_loss: 1.4136 - val_coeff_determination: 0.6714
Epoch 172/500
762/762 [==============================] - 0s 56us/step - loss: 0.8862 - coeff_determination: 0.8002 - val_loss: 1.4122 - val_coeff_determination: 0.6718
Epoch 173/500
762/762 [==============================] - 0s 64us/step - loss: 0.8799 - coeff_determination: 0.8016 - val_loss: 1.4109 - val_coeff_determination: 0.6721
Epoch 174/500
762/762 [==============================] - 0s 58us/step - loss: 0.8738 - coeff_determination: 0.8030 - val_loss: 1.4096 - val_coeff_determination: 0.6724
Epoch 175/500
762/762 [==============================] - 0s 55us/step - loss: 0.8679 - coeff_determination: 0.8044 - val_loss: 1.4073 - val_coeff_determination: 0.6729
Epoch 176/500
762/762 [==============================] - 0s 64us/step - loss: 0.8615 - coeff_determination: 0.8058 - val_loss: 1.4053 - val_coeff_determination: 0.6734
Epoch 177/500
762/762 [==============================] - 0s 63us/step - loss: 0.8555 - coeff_determination: 0.8072 - val_loss: 1.4035 - val_coeff_determination: 0.6738
Epoch 178/500
762/762 [==============================] - 0s 64us/step - loss: 0.8495 - coeff_determination: 0.8085 - val_loss: 1.4020 - val_coeff_determination: 0.6741
Epoch 179/500
762/762 [==============================] - 0s 64us/step - loss: 0.8436 - coeff_determination: 0.8098 - val_loss: 1.4005 - val_coeff_determination: 0.6745
Epoch 180/500
762/762 [==============================] - 0s 70us/step - loss: 0.8376 - coeff_determination: 0.8112 - val_loss: 1.3988 - val_coeff_determination: 0.6749
Epoch 181/500
762/762 [==============================] - 0s 68us/step - loss: 0.8314 - coeff_determination: 0.8126 - val_loss: 1.3971 - val_coeff_determination: 0.6753
Epoch 182/500
762/762 [==============================] - 0s 67us/step - loss: 0.8252 - coeff_determination: 0.8140 - val_loss: 1.3953 - val_coeff_determination: 0.6757
Epoch 183/500
762/762 [==============================] - 0s 66us/step - loss: 0.8190 - coeff_determination: 0.8154 - val_loss: 1.3933 - val_coeff_determination: 0.6762
Epoch 184/500
762/762 [==============================] - 0s 62us/step - loss: 0.8133 - coeff_determination: 0.8167 - val_loss: 1.3900 - val_coeff_determination: 0.6769
Epoch 185/500
762/762 [==============================] - 0s 67us/step - loss: 0.8068 - coeff_determination: 0.8181 - val_loss: 1.3858 - val_coeff_determination: 0.6779
Epoch 186/500
762/762 [==============================] - 0s 63us/step - loss: 0.8011 - coeff_determination: 0.8194 - val_loss: 1.3827 - val_coeff_determination: 0.6786
Epoch 187/500
762/762 [==============================] - 0s 63us/step - loss: 0.7958 - coeff_determination: 0.8206 - val_loss: 1.3810 - val_coeff_determination: 0.6790
Epoch 188/500
762/762 [==============================] - 0s 59us/step - loss: 0.7889 - coeff_determination: 0.8222 - val_loss: 1.3799 - val_coeff_determination: 0.6793
Epoch 189/500
762/762 [==============================] - 0s 62us/step - loss: 0.7825 - coeff_determination: 0.8236 - val_loss: 1.3785 - val_coeff_determination: 0.6796
Epoch 190/500
762/762 [==============================] - 0s 59us/step - loss: 0.7767 - coeff_determination: 0.8249 - val_loss: 1.3767 - val_coeff_determination: 0.6800
Epoch 191/500
762/762 [==============================] - 0s 72us/step - loss: 0.7705 - coeff_determination: 0.8263 - val_loss: 1.3757 - val_coeff_determination: 0.6802
Epoch 192/500
762/762 [==============================] - 0s 56us/step - loss: 0.7645 - coeff_determination: 0.8277 - val_loss: 1.3755 - val_coeff_determination: 0.6803
Epoch 193/500
762/762 [==============================] - 0s 58us/step - loss: 0.7585 - coeff_determination: 0.8290 - val_loss: 1.3757 - val_coeff_determination: 0.6802
Epoch 194/500
762/762 [==============================] - 0s 64us/step - loss: 0.7523 - coeff_determination: 0.8304 - val_loss: 1.3760 - val_coeff_determination: 0.6802
Epoch 195/500
762/762 [==============================] - 0s 66us/step - loss: 0.7468 - coeff_determination: 0.8317 - val_loss: 1.3751 - val_coeff_determination: 0.6804
Epoch 196/500
762/762 [==============================] - 0s 64us/step - loss: 0.7404 - coeff_determination: 0.8331 - val_loss: 1.3727 - val_coeff_determination: 0.6809
Epoch 197/500
762/762 [==============================] - 0s 70us/step - loss: 0.7348 - coeff_determination: 0.8344 - val_loss: 1.3730 - val_coeff_determination: 0.6809
Epoch 198/500
762/762 [==============================] - 0s 75us/step - loss: 0.7286 - coeff_determination: 0.8358 - val_loss: 1.3749 - val_coeff_determination: 0.6804
Epoch 199/500
762/762 [==============================] - 0s 73us/step - loss: 0.7224 - coeff_determination: 0.8372 - val_loss: 1.3748 - val_coeff_determination: 0.6805
Epoch 200/500
762/762 [==============================] - 0s 68us/step - loss: 0.7162 - coeff_determination: 0.8386 - val_loss: 1.3757 - val_coeff_determination: 0.6802
Epoch 201/500
762/762 [==============================] - 0s 72us/step - loss: 0.7105 - coeff_determination: 0.8398 - val_loss: 1.3747 - val_coeff_determination: 0.6805
Epoch 202/500
762/762 [==============================] - 0s 56us/step - loss: 0.7045 - coeff_determination: 0.8412 - val_loss: 1.3755 - val_coeff_determination: 0.6803
Epoch 203/500
762/762 [==============================] - 0s 56us/step - loss: 0.6985 - coeff_determination: 0.8425 - val_loss: 1.3779 - val_coeff_determination: 0.6797
Epoch 204/500
762/762 [==============================] - 0s 65us/step - loss: 0.6930 - coeff_determination: 0.8438 - val_loss: 1.3783 - val_coeff_determination: 0.6796
Epoch 205/500
762/762 [==============================] - 0s 64us/step - loss: 0.6869 - coeff_determination: 0.8452 - val_loss: 1.3764 - val_coeff_determination: 0.6801
Epoch 206/500
762/762 [==============================] - 0s 66us/step - loss: 0.6814 - coeff_determination: 0.8464 - val_loss: 1.3774 - val_coeff_determination: 0.6799
Epoch 207/500
762/762 [==============================] - 0s 59us/step - loss: 0.6754 - coeff_determination: 0.8477 - val_loss: 1.3815 - val_coeff_determination: 0.6789
Epoch 208/500
762/762 [==============================] - 0s 59us/step - loss: 0.6684 - coeff_determination: 0.8493 - val_loss: 1.3876 - val_coeff_determination: 0.6775
Epoch 209/500
762/762 [==============================] - 0s 64us/step - loss: 0.6631 - coeff_determination: 0.8505 - val_loss: 1.3877 - val_coeff_determination: 0.6775
Epoch 210/500
762/762 [==============================] - 0s 71us/step - loss: 0.6568 - coeff_determination: 0.8519 - val_loss: 1.3838 - val_coeff_determination: 0.6784
Epoch 211/500
762/762 [==============================] - 0s 71us/step - loss: 0.6505 - coeff_determination: 0.8534 - val_loss: 1.3818 - val_coeff_determination: 0.6788
Epoch 212/500
762/762 [==============================] - 0s 72us/step - loss: 0.6448 - coeff_determination: 0.8547 - val_loss: 1.3853 - val_coeff_determination: 0.6780
Epoch 213/500
762/762 [==============================] - 0s 72us/step - loss: 0.6385 - coeff_determination: 0.8561 - val_loss: 1.3883 - val_coeff_determination: 0.6773
Epoch 214/500
762/762 [==============================] - 0s 76us/step - loss: 0.6330 - coeff_determination: 0.8573 - val_loss: 1.3909 - val_coeff_determination: 0.6767
Epoch 215/500
762/762 [==============================] - 0s 72us/step - loss: 0.6258 - coeff_determination: 0.8589 - val_loss: 1.3942 - val_coeff_determination: 0.6760
Epoch 216/500
762/762 [==============================] - 0s 67us/step - loss: 0.6201 - coeff_determination: 0.8602 - val_loss: 1.4033 - val_coeff_determination: 0.6738
Epoch 217/500
762/762 [==============================] - 0s 63us/step - loss: 0.6133 - coeff_determination: 0.8618 - val_loss: 1.4148 - val_coeff_determination: 0.6712
Epoch 218/500
762/762 [==============================] - 0s 63us/step - loss: 0.6064 - coeff_determination: 0.8633 - val_loss: 1.4192 - val_coeff_determination: 0.6701
Epoch 219/500
762/762 [==============================] - 0s 72us/step - loss: 0.6004 - coeff_determination: 0.8647 - val_loss: 1.4169 - val_coeff_determination: 0.6707
Epoch 220/500
762/762 [==============================] - 0s 72us/step - loss: 0.5931 - coeff_determination: 0.8663 - val_loss: 1.4115 - val_coeff_determination: 0.6719
Epoch 221/500
762/762 [==============================] - 0s 68us/step - loss: 0.5889 - coeff_determination: 0.8673 - val_loss: 1.4118 - val_coeff_determination: 0.6719
Epoch 222/500
762/762 [==============================] - 0s 70us/step - loss: 0.5814 - coeff_determination: 0.8689 - val_loss: 1.4169 - val_coeff_determination: 0.6707
Epoch 223/500
762/762 [==============================] - 0s 67us/step - loss: 0.5760 - coeff_determination: 0.8702 - val_loss: 1.4165 - val_coeff_determination: 0.6708
Epoch 224/500
762/762 [==============================] - 0s 73us/step - loss: 0.5710 - coeff_determination: 0.8713 - val_loss: 1.4118 - val_coeff_determination: 0.6718
Epoch 225/500
762/762 [==============================] - 0s 67us/step - loss: 0.5643 - coeff_determination: 0.8728 - val_loss: 1.4046 - val_coeff_determination: 0.6735
Epoch 226/500
762/762 [==============================] - 0s 66us/step - loss: 0.5623 - coeff_determination: 0.8733 - val_loss: 1.4046 - val_coeff_determination: 0.6735
Epoch 227/500
762/762 [==============================] - 0s 64us/step - loss: 0.5554 - coeff_determination: 0.8748 - val_loss: 1.4094 - val_coeff_determination: 0.6724
Epoch 228/500
762/762 [==============================] - 0s 67us/step - loss: 0.5517 - coeff_determination: 0.8756 - val_loss: 1.4087 - val_coeff_determination: 0.6726
Epoch 229/500
762/762 [==============================] - 0s 76us/step - loss: 0.5466 - coeff_determination: 0.8768 - val_loss: 1.4048 - val_coeff_determination: 0.6735
Epoch 230/500
762/762 [==============================] - 0s 68us/step - loss: 0.5417 - coeff_determination: 0.8779 - val_loss: 1.4004 - val_coeff_determination: 0.6745
Epoch 231/500
762/762 [==============================] - 0s 73us/step - loss: 0.5374 - coeff_determination: 0.8789 - val_loss: 1.4016 - val_coeff_determination: 0.6742
Epoch 232/500
762/762 [==============================] - 0s 72us/step - loss: 0.5330 - coeff_determination: 0.8799 - val_loss: 1.4068 - val_coeff_determination: 0.6730
Epoch 233/500
762/762 [==============================] - 0s 63us/step - loss: 0.5302 - coeff_determination: 0.8805 - val_loss: 1.4092 - val_coeff_determination: 0.6725
Epoch 234/500
762/762 [==============================] - 0s 73us/step - loss: 0.5247 - coeff_determination: 0.8817 - val_loss: 1.4074 - val_coeff_determination: 0.6729
Epoch 235/500
762/762 [==============================] - 0s 68us/step - loss: 0.5196 - coeff_determination: 0.8829 - val_loss: 1.4060 - val_coeff_determination: 0.6732
Epoch 236/500
762/762 [==============================] - 0s 64us/step - loss: 0.5156 - coeff_determination: 0.8838 - val_loss: 1.4060 - val_coeff_determination: 0.6732
Epoch 237/500
762/762 [==============================] - 0s 66us/step - loss: 0.5105 - coeff_determination: 0.8849 - val_loss: 1.4098 - val_coeff_determination: 0.6723
Epoch 238/500
762/762 [==============================] - 0s 72us/step - loss: 0.5053 - coeff_determination: 0.8861 - val_loss: 1.4158 - val_coeff_determination: 0.6709
Epoch 239/500
762/762 [==============================] - 0s 70us/step - loss: 0.5027 - coeff_determination: 0.8867 - val_loss: 1.4292 - val_coeff_determination: 0.6678
Epoch 240/500
762/762 [==============================] - 0s 67us/step - loss: 0.4966 - coeff_determination: 0.8880 - val_loss: 1.4487 - val_coeff_determination: 0.6633
Epoch 241/500
762/762 [==============================] - 0s 68us/step - loss: 0.4963 - coeff_determination: 0.8881 - val_loss: 1.4270 - val_coeff_determination: 0.6683
Epoch 242/500
762/762 [==============================] - 0s 67us/step - loss: 0.4913 - coeff_determination: 0.8893 - val_loss: 1.4254 - val_coeff_determination: 0.6687
Epoch 243/500
762/762 [==============================] - 0s 67us/step - loss: 0.4892 - coeff_determination: 0.8897 - val_loss: 1.4357 - val_coeff_determination: 0.6663
Epoch 244/500
762/762 [==============================] - 0s 70us/step - loss: 0.4797 - coeff_determination: 0.8919 - val_loss: 1.4421 - val_coeff_determination: 0.6648
Epoch 245/500
762/762 [==============================] - 0s 67us/step - loss: 0.4766 - coeff_determination: 0.8926 - val_loss: 1.4368 - val_coeff_determination: 0.6661
Epoch 246/500
762/762 [==============================] - 0s 68us/step - loss: 0.4727 - coeff_determination: 0.8934 - val_loss: 1.4374 - val_coeff_determination: 0.6659
Epoch 247/500
762/762 [==============================] - 0s 50us/step - loss: 0.4700 - coeff_determination: 0.8940 - val_loss: 1.4293 - val_coeff_determination: 0.6678
Epoch 248/500
762/762 [==============================] - 0s 76us/step - loss: 0.4673 - coeff_determination: 0.8947 - val_loss: 1.4332 - val_coeff_determination: 0.6669
Epoch 249/500
762/762 [==============================] - 0s 51us/step - loss: 0.4623 - coeff_determination: 0.8958 - val_loss: 1.4374 - val_coeff_determination: 0.6659
Epoch 250/500
762/762 [==============================] - 0s 65us/step - loss: 0.4601 - coeff_determination: 0.8963 - val_loss: 1.4430 - val_coeff_determination: 0.6646
Epoch 251/500
762/762 [==============================] - 0s 59us/step - loss: 0.4586 - coeff_determination: 0.8966 - val_loss: 1.4444 - val_coeff_determination: 0.6643
Epoch 252/500
762/762 [==============================] - 0s 64us/step - loss: 0.4553 - coeff_determination: 0.8974 - val_loss: 1.4466 - val_coeff_determination: 0.6638
Epoch 253/500
762/762 [==============================] - 0s 63us/step - loss: 0.4534 - coeff_determination: 0.8978 - val_loss: 1.4421 - val_coeff_determination: 0.6648
Epoch 254/500
762/762 [==============================] - 0s 67us/step - loss: 0.4497 - coeff_determination: 0.8986 - val_loss: 1.4411 - val_coeff_determination: 0.6650
Epoch 255/500
762/762 [==============================] - 0s 64us/step - loss: 0.4480 - coeff_determination: 0.8990 - val_loss: 1.4470 - val_coeff_determination: 0.6637
Epoch 256/500
762/762 [==============================] - 0s 70us/step - loss: 0.4454 - coeff_determination: 0.8996 - val_loss: 1.4483 - val_coeff_determination: 0.6634
Epoch 257/500
762/762 [==============================] - 0s 66us/step - loss: 0.4433 - coeff_determination: 0.9001 - val_loss: 1.4563 - val_coeff_determination: 0.6615
Epoch 258/500
762/762 [==============================] - 0s 58us/step - loss: 0.4426 - coeff_determination: 0.9002 - val_loss: 1.4544 - val_coeff_determination: 0.6620
Epoch 259/500
762/762 [==============================] - 0s 65us/step - loss: 0.4403 - coeff_determination: 0.9007 - val_loss: 1.4451 - val_coeff_determination: 0.6641
Epoch 260/500
762/762 [==============================] - 0s 73us/step - loss: 0.4384 - coeff_determination: 0.9012 - val_loss: 1.4448 - val_coeff_determination: 0.6642
Epoch 261/500
762/762 [==============================] - 0s 64us/step - loss: 0.4355 - coeff_determination: 0.9018 - val_loss: 1.4512 - val_coeff_determination: 0.6627
Epoch 262/500
762/762 [==============================] - 0s 67us/step - loss: 0.4342 - coeff_determination: 0.9021 - val_loss: 1.4553 - val_coeff_determination: 0.6618
Epoch 263/500
762/762 [==============================] - 0s 63us/step - loss: 0.4319 - coeff_determination: 0.9026 - val_loss: 1.4582 - val_coeff_determination: 0.6611
Epoch 264/500
762/762 [==============================] - 0s 67us/step - loss: 0.4298 - coeff_determination: 0.9031 - val_loss: 1.4595 - val_coeff_determination: 0.6608
Epoch 265/500
762/762 [==============================] - 0s 59us/step - loss: 0.4279 - coeff_determination: 0.9035 - val_loss: 1.4608 - val_coeff_determination: 0.6605
Epoch 266/500
762/762 [==============================] - 0s 77us/step - loss: 0.4269 - coeff_determination: 0.9038 - val_loss: 1.4608 - val_coeff_determination: 0.6605
Epoch 267/500
762/762 [==============================] - 0s 75us/step - loss: 0.4255 - coeff_determination: 0.9041 - val_loss: 1.4597 - val_coeff_determination: 0.6607
Epoch 268/500
762/762 [==============================] - 0s 67us/step - loss: 0.4225 - coeff_determination: 0.9048 - val_loss: 1.4597 - val_coeff_determination: 0.6607
Epoch 269/500
762/762 [==============================] - 0s 67us/step - loss: 0.4234 - coeff_determination: 0.9045 - val_loss: 1.4654 - val_coeff_determination: 0.6594
Epoch 270/500
762/762 [==============================] - 0s 64us/step - loss: 0.4233 - coeff_determination: 0.9046 - val_loss: 1.4588 - val_coeff_determination: 0.6609
Epoch 271/500
762/762 [==============================] - 0s 60us/step - loss: 0.4205 - coeff_determination: 0.9052 - val_loss: 1.4558 - val_coeff_determination: 0.6616
Epoch 272/500
762/762 [==============================] - 0s 67us/step - loss: 0.4193 - coeff_determination: 0.9055 - val_loss: 1.4603 - val_coeff_determination: 0.6606
Epoch 273/500
762/762 [==============================] - 0s 62us/step - loss: 0.4169 - coeff_determination: 0.9060 - val_loss: 1.4602 - val_coeff_determination: 0.6606
Epoch 274/500
762/762 [==============================] - 0s 68us/step - loss: 0.4154 - coeff_determination: 0.9064 - val_loss: 1.4652 - val_coeff_determination: 0.6595
Epoch 275/500
762/762 [==============================] - 0s 58us/step - loss: 0.4145 - coeff_determination: 0.9066 - val_loss: 1.4711 - val_coeff_determination: 0.6581
Epoch 276/500
762/762 [==============================] - 0s 58us/step - loss: 0.4133 - coeff_determination: 0.9068 - val_loss: 1.4713 - val_coeff_determination: 0.6580
Epoch 277/500
762/762 [==============================] - 0s 62us/step - loss: 0.4123 - coeff_determination: 0.9070 - val_loss: 1.4677 - val_coeff_determination: 0.6589
Epoch 278/500
762/762 [==============================] - 0s 71us/step - loss: 0.4095 - coeff_determination: 0.9077 - val_loss: 1.4649 - val_coeff_determination: 0.6595
Epoch 279/500
762/762 [==============================] - 0s 60us/step - loss: 0.4097 - coeff_determination: 0.9077 - val_loss: 1.4595 - val_coeff_determination: 0.6608
Epoch 280/500
762/762 [==============================] - 0s 60us/step - loss: 0.4076 - coeff_determination: 0.9081 - val_loss: 1.4601 - val_coeff_determination: 0.6606
Epoch 281/500
762/762 [==============================] - 0s 60us/step - loss: 0.4060 - coeff_determination: 0.9085 - val_loss: 1.4559 - val_coeff_determination: 0.6616
Epoch 282/500
762/762 [==============================] - 0s 64us/step - loss: 0.4060 - coeff_determination: 0.9085 - val_loss: 1.4595 - val_coeff_determination: 0.6608
Epoch 283/500
762/762 [==============================] - 0s 68us/step - loss: 0.4034 - coeff_determination: 0.9091 - val_loss: 1.4649 - val_coeff_determination: 0.6595
Epoch 284/500
762/762 [==============================] - 0s 66us/step - loss: 0.4032 - coeff_determination: 0.9091 - val_loss: 1.4668 - val_coeff_determination: 0.6591
Epoch 285/500
762/762 [==============================] - 0s 62us/step - loss: 0.4013 - coeff_determination: 0.9095 - val_loss: 1.4666 - val_coeff_determination: 0.6591
Epoch 286/500
762/762 [==============================] - 0s 66us/step - loss: 0.3998 - coeff_determination: 0.9099 - val_loss: 1.4666 - val_coeff_determination: 0.6591
Epoch 287/500
762/762 [==============================] - 0s 63us/step - loss: 0.3989 - coeff_determination: 0.9101 - val_loss: 1.4673 - val_coeff_determination: 0.6590
Epoch 288/500
762/762 [==============================] - 0s 64us/step - loss: 0.3977 - coeff_determination: 0.9103 - val_loss: 1.4676 - val_coeff_determination: 0.6589
Epoch 289/500
762/762 [==============================] - 0s 68us/step - loss: 0.3970 - coeff_determination: 0.9105 - val_loss: 1.4651 - val_coeff_determination: 0.6595
Epoch 290/500
762/762 [==============================] - 0s 71us/step - loss: 0.3958 - coeff_determination: 0.9108 - val_loss: 1.4646 - val_coeff_determination: 0.6596
Epoch 291/500
762/762 [==============================] - 0s 62us/step - loss: 0.3952 - coeff_determination: 0.9109 - val_loss: 1.4672 - val_coeff_determination: 0.6590
Epoch 292/500
762/762 [==============================] - 0s 66us/step - loss: 0.3938 - coeff_determination: 0.9112 - val_loss: 1.4689 - val_coeff_determination: 0.6586
Epoch 293/500
762/762 [==============================] - 0s 66us/step - loss: 0.3929 - coeff_determination: 0.9114 - val_loss: 1.4709 - val_coeff_determination: 0.6581
Epoch 294/500
762/762 [==============================] - 0s 67us/step - loss: 0.3922 - coeff_determination: 0.9116 - val_loss: 1.4722 - val_coeff_determination: 0.6578
Epoch 295/500
762/762 [==============================] - 0s 60us/step - loss: 0.3914 - coeff_determination: 0.9118 - val_loss: 1.4743 - val_coeff_determination: 0.6573
Epoch 296/500
762/762 [==============================] - 0s 66us/step - loss: 0.3898 - coeff_determination: 0.9121 - val_loss: 1.4754 - val_coeff_determination: 0.6571
Epoch 297/500
762/762 [==============================] - 0s 78us/step - loss: 0.3894 - coeff_determination: 0.9122 - val_loss: 1.4752 - val_coeff_determination: 0.6571
Epoch 298/500
762/762 [==============================] - 0s 51us/step - loss: 0.3920 - coeff_determination: 0.9116 - val_loss: 1.4743 - val_coeff_determination: 0.6573
Epoch 299/500
762/762 [==============================] - 0s 75us/step - loss: 0.3871 - coeff_determination: 0.9127 - val_loss: 1.4805 - val_coeff_determination: 0.6559
Epoch 300/500
762/762 [==============================] - 0s 63us/step - loss: 0.3900 - coeff_determination: 0.9121 - val_loss: 1.4747 - val_coeff_determination: 0.6572
Epoch 301/500
762/762 [==============================] - 0s 64us/step - loss: 0.3856 - coeff_determination: 0.9131 - val_loss: 1.4757 - val_coeff_determination: 0.6570
Epoch 302/500
762/762 [==============================] - 0s 67us/step - loss: 0.3867 - coeff_determination: 0.9128 - val_loss: 1.4803 - val_coeff_determination: 0.6559
Epoch 303/500
762/762 [==============================] - 0s 49us/step - loss: 0.3841 - coeff_determination: 0.9134 - val_loss: 1.4865 - val_coeff_determination: 0.6545
Epoch 304/500
762/762 [==============================] - 0s 75us/step - loss: 0.3847 - coeff_determination: 0.9133 - val_loss: 1.4843 - val_coeff_determination: 0.6550
Epoch 305/500
762/762 [==============================] - 0s 54us/step - loss: 0.3833 - coeff_determination: 0.9136 - val_loss: 1.4837 - val_coeff_determination: 0.6551
Epoch 306/500
762/762 [==============================] - 0s 82us/step - loss: 0.3818 - coeff_determination: 0.9139 - val_loss: 1.4872 - val_coeff_determination: 0.6543
Epoch 307/500
762/762 [==============================] - 0s 58us/step - loss: 0.3814 - coeff_determination: 0.9140 - val_loss: 1.4853 - val_coeff_determination: 0.6548
Epoch 308/500
762/762 [==============================] - 0s 59us/step - loss: 0.3801 - coeff_determination: 0.9143 - val_loss: 1.4827 - val_coeff_determination: 0.6554
Epoch 309/500
762/762 [==============================] - 0s 68us/step - loss: 0.3792 - coeff_determination: 0.9145 - val_loss: 1.4808 - val_coeff_determination: 0.6558
Epoch 310/500
762/762 [==============================] - 0s 70us/step - loss: 0.3790 - coeff_determination: 0.9146 - val_loss: 1.4848 - val_coeff_determination: 0.6549
Epoch 311/500
762/762 [==============================] - 0s 70us/step - loss: 0.3766 - coeff_determination: 0.9151 - val_loss: 1.4871 - val_coeff_determination: 0.6544
Epoch 312/500
762/762 [==============================] - 0s 66us/step - loss: 0.3764 - coeff_determination: 0.9151 - val_loss: 1.4889 - val_coeff_determination: 0.6539
Epoch 313/500
762/762 [==============================] - 0s 70us/step - loss: 0.3748 - coeff_determination: 0.9155 - val_loss: 1.4915 - val_coeff_determination: 0.6533
Epoch 314/500
762/762 [==============================] - 0s 66us/step - loss: 0.3747 - coeff_determination: 0.9155 - val_loss: 1.4911 - val_coeff_determination: 0.6534
Epoch 315/500
762/762 [==============================] - 0s 64us/step - loss: 0.3745 - coeff_determination: 0.9156 - val_loss: 1.4921 - val_coeff_determination: 0.6532
Epoch 316/500
762/762 [==============================] - 0s 67us/step - loss: 0.3728 - coeff_determination: 0.9160 - val_loss: 1.4940 - val_coeff_determination: 0.6528
Epoch 317/500
762/762 [==============================] - 0s 67us/step - loss: 0.3734 - coeff_determination: 0.9158 - val_loss: 1.4899 - val_coeff_determination: 0.6537
Epoch 318/500
762/762 [==============================] - 0s 60us/step - loss: 0.3717 - coeff_determination: 0.9162 - val_loss: 1.4915 - val_coeff_determination: 0.6533
Epoch 319/500
762/762 [==============================] - 0s 75us/step - loss: 0.3711 - coeff_determination: 0.9164 - val_loss: 1.4937 - val_coeff_determination: 0.6528
Epoch 320/500
762/762 [==============================] - 0s 56us/step - loss: 0.3706 - coeff_determination: 0.9165 - val_loss: 1.4960 - val_coeff_determination: 0.6523
Epoch 321/500
762/762 [==============================] - 0s 75us/step - loss: 0.3688 - coeff_determination: 0.9169 - val_loss: 1.4985 - val_coeff_determination: 0.6517
Epoch 322/500
762/762 [==============================] - 0s 79us/step - loss: 0.3685 - coeff_determination: 0.9169 - val_loss: 1.5028 - val_coeff_determination: 0.6507
Epoch 323/500
762/762 [==============================] - 0s 72us/step - loss: 0.3673 - coeff_determination: 0.9172 - val_loss: 1.5059 - val_coeff_determination: 0.6500
Epoch 324/500
762/762 [==============================] - 0s 76us/step - loss: 0.3665 - coeff_determination: 0.9174 - val_loss: 1.5060 - val_coeff_determination: 0.6500
Epoch 325/500
762/762 [==============================] - 0s 73us/step - loss: 0.3661 - coeff_determination: 0.9175 - val_loss: 1.5058 - val_coeff_determination: 0.6500
Epoch 326/500
762/762 [==============================] - 0s 75us/step - loss: 0.3647 - coeff_determination: 0.9178 - val_loss: 1.5028 - val_coeff_determination: 0.6507
Epoch 327/500
762/762 [==============================] - 0s 75us/step - loss: 0.3642 - coeff_determination: 0.9179 - val_loss: 1.5032 - val_coeff_determination: 0.6506
Epoch 328/500
762/762 [==============================] - 0s 77us/step - loss: 0.3633 - coeff_determination: 0.9181 - val_loss: 1.5041 - val_coeff_determination: 0.6504
Epoch 329/500
762/762 [==============================] - 0s 67us/step - loss: 0.3622 - coeff_determination: 0.9183 - val_loss: 1.5081 - val_coeff_determination: 0.6495
Epoch 330/500
762/762 [==============================] - 0s 68us/step - loss: 0.3619 - coeff_determination: 0.9184 - val_loss: 1.5080 - val_coeff_determination: 0.6495
Epoch 331/500
762/762 [==============================] - 0s 73us/step - loss: 0.3614 - coeff_determination: 0.9185 - val_loss: 1.5072 - val_coeff_determination: 0.6497
Epoch 332/500
762/762 [==============================] - 0s 76us/step - loss: 0.3601 - coeff_determination: 0.9188 - val_loss: 1.5086 - val_coeff_determination: 0.6494
Epoch 333/500
762/762 [==============================] - 0s 89us/step - loss: 0.3604 - coeff_determination: 0.9188 - val_loss: 1.5069 - val_coeff_determination: 0.6498
Epoch 334/500
762/762 [==============================] - 0s 68us/step - loss: 0.3612 - coeff_determination: 0.9186 - val_loss: 1.5074 - val_coeff_determination: 0.6496
Epoch 335/500
762/762 [==============================] - 0s 75us/step - loss: 0.3584 - coeff_determination: 0.9192 - val_loss: 1.5120 - val_coeff_determination: 0.6486
Epoch 336/500
762/762 [==============================] - 0s 64us/step - loss: 0.3594 - coeff_determination: 0.9190 - val_loss: 1.5083 - val_coeff_determination: 0.6494
Epoch 337/500
762/762 [==============================] - 0s 68us/step - loss: 0.3587 - coeff_determination: 0.9191 - val_loss: 1.5089 - val_coeff_determination: 0.6493
Epoch 338/500
762/762 [==============================] - 0s 97us/step - loss: 0.3578 - coeff_determination: 0.9193 - val_loss: 1.5140 - val_coeff_determination: 0.6481
Epoch 339/500
762/762 [==============================] - 0s 79us/step - loss: 0.3573 - coeff_determination: 0.9195 - val_loss: 1.5139 - val_coeff_determination: 0.6481
Epoch 340/500
762/762 [==============================] - 0s 72us/step - loss: 0.3568 - coeff_determination: 0.9196 - val_loss: 1.5130 - val_coeff_determination: 0.6483
Epoch 341/500
762/762 [==============================] - 0s 71us/step - loss: 0.3560 - coeff_determination: 0.9198 - val_loss: 1.5120 - val_coeff_determination: 0.6486
Epoch 342/500
762/762 [==============================] - 0s 71us/step - loss: 0.3554 - coeff_determination: 0.9199 - val_loss: 1.5163 - val_coeff_determination: 0.6476
Epoch 343/500
762/762 [==============================] - 0s 76us/step - loss: 0.3547 - coeff_determination: 0.9200 - val_loss: 1.5202 - val_coeff_determination: 0.6467
Epoch 344/500
762/762 [==============================] - 0s 79us/step - loss: 0.3541 - coeff_determination: 0.9202 - val_loss: 1.5189 - val_coeff_determination: 0.6470
Epoch 345/500
762/762 [==============================] - 0s 73us/step - loss: 0.3542 - coeff_determination: 0.9202 - val_loss: 1.5188 - val_coeff_determination: 0.6470
Epoch 346/500
762/762 [==============================] - 0s 50us/step - loss: 0.3524 - coeff_determination: 0.9206 - val_loss: 1.5213 - val_coeff_determination: 0.6464
Epoch 347/500
762/762 [==============================] - 0s 64us/step - loss: 0.3528 - coeff_determination: 0.9205 - val_loss: 1.5204 - val_coeff_determination: 0.6466
Epoch 348/500
762/762 [==============================] - 0s 89us/step - loss: 0.3518 - coeff_determination: 0.9207 - val_loss: 1.5236 - val_coeff_determination: 0.6459
Epoch 349/500
762/762 [==============================] - 0s 92us/step - loss: 0.3506 - coeff_determination: 0.9210 - val_loss: 1.5289 - val_coeff_determination: 0.6446
Epoch 350/500
762/762 [==============================] - 0s 58us/step - loss: 0.3515 - coeff_determination: 0.9208 - val_loss: 1.5261 - val_coeff_determination: 0.6453
Epoch 351/500
762/762 [==============================] - 0s 92us/step - loss: 0.3504 - coeff_determination: 0.9210 - val_loss: 1.5241 - val_coeff_determination: 0.6457
Epoch 352/500
762/762 [==============================] - 0s 60us/step - loss: 0.3492 - coeff_determination: 0.9213 - val_loss: 1.5248 - val_coeff_determination: 0.6456
Epoch 353/500
762/762 [==============================] - 0s 78us/step - loss: 0.3498 - coeff_determination: 0.9212 - val_loss: 1.5273 - val_coeff_determination: 0.6450
Epoch 354/500
762/762 [==============================] - 0s 72us/step - loss: 0.3494 - coeff_determination: 0.9212 - val_loss: 1.5262 - val_coeff_determination: 0.6453
Epoch 355/500
762/762 [==============================] - 0s 78us/step - loss: 0.3485 - coeff_determination: 0.9214 - val_loss: 1.5289 - val_coeff_determination: 0.6446
Epoch 356/500
762/762 [==============================] - 0s 76us/step - loss: 0.3478 - coeff_determination: 0.9216 - val_loss: 1.5294 - val_coeff_determination: 0.6445
Epoch 357/500
762/762 [==============================] - 0s 73us/step - loss: 0.3477 - coeff_determination: 0.9216 - val_loss: 1.5256 - val_coeff_determination: 0.6454
Epoch 358/500
762/762 [==============================] - 0s 96us/step - loss: 0.3471 - coeff_determination: 0.9218 - val_loss: 1.5265 - val_coeff_determination: 0.6452
Epoch 359/500
762/762 [==============================] - 0s 75us/step - loss: 0.3464 - coeff_determination: 0.9219 - val_loss: 1.5307 - val_coeff_determination: 0.6442
Epoch 360/500
762/762 [==============================] - 0s 72us/step - loss: 0.3463 - coeff_determination: 0.9219 - val_loss: 1.5303 - val_coeff_determination: 0.6443
Epoch 361/500
762/762 [==============================] - 0s 68us/step - loss: 0.3453 - coeff_determination: 0.9222 - val_loss: 1.5286 - val_coeff_determination: 0.6447
Epoch 362/500
762/762 [==============================] - 0s 73us/step - loss: 0.3450 - coeff_determination: 0.9222 - val_loss: 1.5303 - val_coeff_determination: 0.6443
Epoch 363/500
762/762 [==============================] - 0s 73us/step - loss: 0.3446 - coeff_determination: 0.9223 - val_loss: 1.5304 - val_coeff_determination: 0.6443
Epoch 364/500
762/762 [==============================] - 0s 80us/step - loss: 0.3441 - coeff_determination: 0.9224 - val_loss: 1.5309 - val_coeff_determination: 0.6442
Epoch 365/500
762/762 [==============================] - 0s 68us/step - loss: 0.3437 - coeff_determination: 0.9225 - val_loss: 1.5313 - val_coeff_determination: 0.6441
Epoch 366/500
762/762 [==============================] - 0s 51us/step - loss: 0.3434 - coeff_determination: 0.9226 - val_loss: 1.5272 - val_coeff_determination: 0.6450
Epoch 367/500
762/762 [==============================] - 0s 75us/step - loss: 0.3429 - coeff_determination: 0.9227 - val_loss: 1.5242 - val_coeff_determination: 0.6457
Epoch 368/500
762/762 [==============================] - 0s 89us/step - loss: 0.3427 - coeff_determination: 0.9227 - val_loss: 1.5277 - val_coeff_determination: 0.6449
Epoch 369/500
762/762 [==============================] - 0s 71us/step - loss: 0.3418 - coeff_determination: 0.9230 - val_loss: 1.5325 - val_coeff_determination: 0.6438
Epoch 370/500
762/762 [==============================] - 0s 66us/step - loss: 0.3420 - coeff_determination: 0.9229 - val_loss: 1.5319 - val_coeff_determination: 0.6439
Epoch 371/500
762/762 [==============================] - 0s 71us/step - loss: 0.3419 - coeff_determination: 0.9229 - val_loss: 1.5332 - val_coeff_determination: 0.6436
Epoch 372/500
762/762 [==============================] - 0s 71us/step - loss: 0.3407 - coeff_determination: 0.9232 - val_loss: 1.5335 - val_coeff_determination: 0.6436
Epoch 373/500
762/762 [==============================] - 0s 73us/step - loss: 0.3404 - coeff_determination: 0.9233 - val_loss: 1.5309 - val_coeff_determination: 0.6442
Epoch 374/500
762/762 [==============================] - 0s 75us/step - loss: 0.3401 - coeff_determination: 0.9233 - val_loss: 1.5318 - val_coeff_determination: 0.6440
Epoch 375/500
762/762 [==============================] - 0s 80us/step - loss: 0.3397 - coeff_determination: 0.9234 - val_loss: 1.5336 - val_coeff_determination: 0.6436
Epoch 376/500
762/762 [==============================] - 0s 68us/step - loss: 0.3394 - coeff_determination: 0.9235 - val_loss: 1.5338 - val_coeff_determination: 0.6435
Epoch 377/500
762/762 [==============================] - 0s 75us/step - loss: 0.3399 - coeff_determination: 0.9234 - val_loss: 1.5349 - val_coeff_determination: 0.6432
Epoch 378/500
762/762 [==============================] - 0s 72us/step - loss: 0.3390 - coeff_determination: 0.9236 - val_loss: 1.5337 - val_coeff_determination: 0.6435
Epoch 379/500
762/762 [==============================] - 0s 76us/step - loss: 0.3390 - coeff_determination: 0.9236 - val_loss: 1.5291 - val_coeff_determination: 0.6446
Epoch 380/500
762/762 [==============================] - 0s 81us/step - loss: 0.3393 - coeff_determination: 0.9235 - val_loss: 1.5296 - val_coeff_determination: 0.6445
Epoch 381/500
762/762 [==============================] - 0s 63us/step - loss: 0.3380 - coeff_determination: 0.9238 - val_loss: 1.5363 - val_coeff_determination: 0.6429
Epoch 382/500
762/762 [==============================] - 0s 68us/step - loss: 0.3387 - coeff_determination: 0.9237 - val_loss: 1.5326 - val_coeff_determination: 0.6438
Epoch 383/500
762/762 [==============================] - 0s 72us/step - loss: 0.3380 - coeff_determination: 0.9238 - val_loss: 1.5328 - val_coeff_determination: 0.6437
Epoch 384/500
762/762 [==============================] - 0s 72us/step - loss: 0.3374 - coeff_determination: 0.9239 - val_loss: 1.5392 - val_coeff_determination: 0.6422
Epoch 385/500
762/762 [==============================] - 0s 77us/step - loss: 0.3379 - coeff_determination: 0.9238 - val_loss: 1.5350 - val_coeff_determination: 0.6432
Epoch 386/500
762/762 [==============================] - 0s 85us/step - loss: 0.3372 - coeff_determination: 0.9240 - val_loss: 1.5345 - val_coeff_determination: 0.6433
Epoch 387/500
762/762 [==============================] - 0s 70us/step - loss: 0.3369 - coeff_determination: 0.9241 - val_loss: 1.5402 - val_coeff_determination: 0.6420
Epoch 388/500
762/762 [==============================] - 0s 75us/step - loss: 0.3373 - coeff_determination: 0.9240 - val_loss: 1.5356 - val_coeff_determination: 0.6431
Epoch 389/500
762/762 [==============================] - 0s 73us/step - loss: 0.3355 - coeff_determination: 0.9244 - val_loss: 1.5335 - val_coeff_determination: 0.6436
Epoch 390/500
762/762 [==============================] - 0s 67us/step - loss: 0.3362 - coeff_determination: 0.9242 - val_loss: 1.5401 - val_coeff_determination: 0.6420
Epoch 391/500
762/762 [==============================] - 0s 70us/step - loss: 0.3351 - coeff_determination: 0.9245 - val_loss: 1.5399 - val_coeff_determination: 0.6421
Epoch 392/500
762/762 [==============================] - 0s 76us/step - loss: 0.3346 - coeff_determination: 0.9246 - val_loss: 1.5356 - val_coeff_determination: 0.6431
Epoch 393/500
762/762 [==============================] - 0s 71us/step - loss: 0.3345 - coeff_determination: 0.9246 - val_loss: 1.5367 - val_coeff_determination: 0.6428
Epoch 394/500
762/762 [==============================] - 0s 72us/step - loss: 0.3344 - coeff_determination: 0.9246 - val_loss: 1.5357 - val_coeff_determination: 0.6431
Epoch 395/500
762/762 [==============================] - 0s 56us/step - loss: 0.3337 - coeff_determination: 0.9248 - val_loss: 1.5365 - val_coeff_determination: 0.6429
Epoch 396/500
762/762 [==============================] - 0s 84us/step - loss: 0.3338 - coeff_determination: 0.9247 - val_loss: 1.5426 - val_coeff_determination: 0.6415
Epoch 397/500
762/762 [==============================] - 0s 76us/step - loss: 0.3335 - coeff_determination: 0.9248 - val_loss: 1.5398 - val_coeff_determination: 0.6421
Epoch 398/500
762/762 [==============================] - 0s 68us/step - loss: 0.3329 - coeff_determination: 0.9249 - val_loss: 1.5362 - val_coeff_determination: 0.6429
Epoch 399/500
762/762 [==============================] - 0s 54us/step - loss: 0.3330 - coeff_determination: 0.9249 - val_loss: 1.5398 - val_coeff_determination: 0.6421
Epoch 400/500
762/762 [==============================] - 0s 89us/step - loss: 0.3325 - coeff_determination: 0.9250 - val_loss: 1.5430 - val_coeff_determination: 0.6414
Epoch 401/500
762/762 [==============================] - 0s 73us/step - loss: 0.3322 - coeff_determination: 0.9251 - val_loss: 1.5420 - val_coeff_determination: 0.6416
Epoch 402/500
762/762 [==============================] - 0s 65us/step - loss: 0.3323 - coeff_determination: 0.9251 - val_loss: 1.5417 - val_coeff_determination: 0.6417
Epoch 403/500
762/762 [==============================] - 0s 76us/step - loss: 0.3315 - coeff_determination: 0.9253 - val_loss: 1.5393 - val_coeff_determination: 0.6422
Epoch 404/500
762/762 [==============================] - 0s 68us/step - loss: 0.3317 - coeff_determination: 0.9252 - val_loss: 1.5350 - val_coeff_determination: 0.6432
Epoch 405/500
762/762 [==============================] - 0s 66us/step - loss: 0.3319 - coeff_determination: 0.9252 - val_loss: 1.5395 - val_coeff_determination: 0.6422
Epoch 406/500
762/762 [==============================] - 0s 69us/step - loss: 0.3309 - coeff_determination: 0.9254 - val_loss: 1.5443 - val_coeff_determination: 0.6411
Epoch 407/500
762/762 [==============================] - 0s 79us/step - loss: 0.3313 - coeff_determination: 0.9253 - val_loss: 1.5402 - val_coeff_determination: 0.6420
Epoch 408/500
762/762 [==============================] - 0s 73us/step - loss: 0.3329 - coeff_determination: 0.9250 - val_loss: 1.5404 - val_coeff_determination: 0.6420
Epoch 409/500
762/762 [==============================] - 0s 59us/step - loss: 0.3306 - coeff_determination: 0.9255 - val_loss: 1.5464 - val_coeff_determination: 0.6406
Epoch 410/500
762/762 [==============================] - 0s 65us/step - loss: 0.3319 - coeff_determination: 0.9252 - val_loss: 1.5375 - val_coeff_determination: 0.6426
Epoch 411/500
762/762 [==============================] - 0s 66us/step - loss: 0.3304 - coeff_determination: 0.9255 - val_loss: 1.5377 - val_coeff_determination: 0.6426
Epoch 412/500
762/762 [==============================] - 0s 63us/step - loss: 0.3302 - coeff_determination: 0.9256 - val_loss: 1.5482 - val_coeff_determination: 0.6402
Epoch 413/500
762/762 [==============================] - 0s 62us/step - loss: 0.3312 - coeff_determination: 0.9253 - val_loss: 1.5418 - val_coeff_determination: 0.6416
Epoch 414/500
762/762 [==============================] - 0s 73us/step - loss: 0.3291 - coeff_determination: 0.9258 - val_loss: 1.5404 - val_coeff_determination: 0.6420
Epoch 415/500
762/762 [==============================] - 0s 66us/step - loss: 0.3303 - coeff_determination: 0.9255 - val_loss: 1.5489 - val_coeff_determination: 0.6400
Epoch 416/500
762/762 [==============================] - 0s 68us/step - loss: 0.3296 - coeff_determination: 0.9257 - val_loss: 1.5444 - val_coeff_determination: 0.6410
Epoch 417/500
762/762 [==============================] - 0s 63us/step - loss: 0.3284 - coeff_determination: 0.9260 - val_loss: 1.5408 - val_coeff_determination: 0.6419
Epoch 418/500
762/762 [==============================] - 0s 67us/step - loss: 0.3289 - coeff_determination: 0.9259 - val_loss: 1.5448 - val_coeff_determination: 0.6409
Epoch 419/500
762/762 [==============================] - 0s 67us/step - loss: 0.3280 - coeff_determination: 0.9261 - val_loss: 1.5479 - val_coeff_determination: 0.6402
Epoch 420/500
762/762 [==============================] - 0s 64us/step - loss: 0.3280 - coeff_determination: 0.9261 - val_loss: 1.5464 - val_coeff_determination: 0.6406
Epoch 421/500
762/762 [==============================] - 0s 77us/step - loss: 0.3296 - coeff_determination: 0.9257 - val_loss: 1.5507 - val_coeff_determination: 0.6396
Epoch 422/500
762/762 [==============================] - 0s 71us/step - loss: 0.3274 - coeff_determination: 0.9262 - val_loss: 1.5479 - val_coeff_determination: 0.6402
Epoch 423/500
762/762 [==============================] - 0s 84us/step - loss: 0.3287 - coeff_determination: 0.9259 - val_loss: 1.5435 - val_coeff_determination: 0.6412
Epoch 424/500
762/762 [==============================] - 0s 71us/step - loss: 0.3305 - coeff_determination: 0.9255 - val_loss: 1.5395 - val_coeff_determination: 0.6422
Epoch 425/500
762/762 [==============================] - 0s 77us/step - loss: 0.3276 - coeff_determination: 0.9261 - val_loss: 1.5507 - val_coeff_determination: 0.6396
Epoch 426/500
762/762 [==============================] - 0s 80us/step - loss: 0.3298 - coeff_determination: 0.9257 - val_loss: 1.5468 - val_coeff_determination: 0.6405
Epoch 427/500
762/762 [==============================] - 0s 73us/step - loss: 0.3273 - coeff_determination: 0.9262 - val_loss: 1.5486 - val_coeff_determination: 0.6401
Epoch 428/500
762/762 [==============================] - 0s 71us/step - loss: 0.3271 - coeff_determination: 0.9263 - val_loss: 1.5587 - val_coeff_determination: 0.6377
Epoch 429/500
762/762 [==============================] - 0s 72us/step - loss: 0.3286 - coeff_determination: 0.9259 - val_loss: 1.5512 - val_coeff_determination: 0.6395
Epoch 430/500
762/762 [==============================] - 0s 60us/step - loss: 0.3263 - coeff_determination: 0.9264 - val_loss: 1.5452 - val_coeff_determination: 0.6408
Epoch 431/500
762/762 [==============================] - 0s 75us/step - loss: 0.3264 - coeff_determination: 0.9264 - val_loss: 1.5508 - val_coeff_determination: 0.6395
Epoch 432/500
762/762 [==============================] - 0s 68us/step - loss: 0.3277 - coeff_determination: 0.9261 - val_loss: 1.5423 - val_coeff_determination: 0.6415
Epoch 433/500
762/762 [==============================] - 0s 67us/step - loss: 0.3253 - coeff_determination: 0.9267 - val_loss: 1.5458 - val_coeff_determination: 0.6407
Epoch 434/500
762/762 [==============================] - 0s 79us/step - loss: 0.3257 - coeff_determination: 0.9266 - val_loss: 1.5584 - val_coeff_determination: 0.6378
Epoch 435/500
762/762 [==============================] - 0s 75us/step - loss: 0.3264 - coeff_determination: 0.9264 - val_loss: 1.5546 - val_coeff_determination: 0.6387
Epoch 436/500
762/762 [==============================] - 0s 72us/step - loss: 0.3247 - coeff_determination: 0.9268 - val_loss: 1.5525 - val_coeff_determination: 0.6392
Epoch 437/500
762/762 [==============================] - 0s 75us/step - loss: 0.3254 - coeff_determination: 0.9266 - val_loss: 1.5518 - val_coeff_determination: 0.6393
Epoch 438/500
762/762 [==============================] - 0s 72us/step - loss: 0.3251 - coeff_determination: 0.9267 - val_loss: 1.5452 - val_coeff_determination: 0.6408
Epoch 439/500
762/762 [==============================] - 0s 70us/step - loss: 0.3241 - coeff_determination: 0.9269 - val_loss: 1.5473 - val_coeff_determination: 0.6404
Epoch 440/500
762/762 [==============================] - 0s 71us/step - loss: 0.3249 - coeff_determination: 0.9268 - val_loss: 1.5563 - val_coeff_determination: 0.6383
Epoch 441/500
762/762 [==============================] - 0s 68us/step - loss: 0.3234 - coeff_determination: 0.9271 - val_loss: 1.5621 - val_coeff_determination: 0.6369
Epoch 442/500
762/762 [==============================] - 0s 71us/step - loss: 0.3239 - coeff_determination: 0.9270 - val_loss: 1.5545 - val_coeff_determination: 0.6387
Epoch 443/500
762/762 [==============================] - 0s 61us/step - loss: 0.3256 - coeff_determination: 0.9266 - val_loss: 1.5560 - val_coeff_determination: 0.6383
Epoch 444/500
762/762 [==============================] - 0s 77us/step - loss: 0.3226 - coeff_determination: 0.9273 - val_loss: 1.5573 - val_coeff_determination: 0.6380
Epoch 445/500
762/762 [==============================] - 0s 68us/step - loss: 0.3248 - coeff_determination: 0.9268 - val_loss: 1.5508 - val_coeff_determination: 0.6395
Epoch 446/500
762/762 [==============================] - 0s 74us/step - loss: 0.3258 - coeff_determination: 0.9266 - val_loss: 1.5543 - val_coeff_determination: 0.6387
Epoch 447/500
762/762 [==============================] - 0s 67us/step - loss: 0.3225 - coeff_determination: 0.9273 - val_loss: 1.5634 - val_coeff_determination: 0.6366
Epoch 448/500
762/762 [==============================] - 0s 72us/step - loss: 0.3259 - coeff_determination: 0.9265 - val_loss: 1.5511 - val_coeff_determination: 0.6395
Epoch 449/500
762/762 [==============================] - 0s 68us/step - loss: 0.3236 - coeff_determination: 0.9270 - val_loss: 1.5490 - val_coeff_determination: 0.6400
Epoch 450/500
762/762 [==============================] - 0s 73us/step - loss: 0.3230 - coeff_determination: 0.9272 - val_loss: 1.5649 - val_coeff_determination: 0.6363
Epoch 451/500
762/762 [==============================] - 0s 80us/step - loss: 0.3250 - coeff_determination: 0.9267 - val_loss: 1.5560 - val_coeff_determination: 0.6383
Epoch 452/500
762/762 [==============================] - 0s 68us/step - loss: 0.3224 - coeff_determination: 0.9273 - val_loss: 1.5532 - val_coeff_determination: 0.6390
Epoch 453/500
762/762 [==============================] - 0s 71us/step - loss: 0.3233 - coeff_determination: 0.9271 - val_loss: 1.5648 - val_coeff_determination: 0.6363
Epoch 454/500
762/762 [==============================] - 0s 66us/step - loss: 0.3236 - coeff_determination: 0.9271 - val_loss: 1.5570 - val_coeff_determination: 0.6381
Epoch 455/500
762/762 [==============================] - 0s 73us/step - loss: 0.3207 - coeff_determination: 0.9277 - val_loss: 1.5537 - val_coeff_determination: 0.6389
Epoch 456/500
762/762 [==============================] - 0s 71us/step - loss: 0.3227 - coeff_determination: 0.9273 - val_loss: 1.5646 - val_coeff_determination: 0.6363
Epoch 457/500
762/762 [==============================] - 0s 72us/step - loss: 0.3215 - coeff_determination: 0.9275 - val_loss: 1.5624 - val_coeff_determination: 0.6368
Epoch 458/500
762/762 [==============================] - 0s 68us/step - loss: 0.3202 - coeff_determination: 0.9278 - val_loss: 1.5552 - val_coeff_determination: 0.6385
Epoch 459/500
762/762 [==============================] - 0s 79us/step - loss: 0.3212 - coeff_determination: 0.9276 - val_loss: 1.5583 - val_coeff_determination: 0.6378
Epoch 460/500
762/762 [==============================] - 0s 66us/step - loss: 0.3202 - coeff_determination: 0.9278 - val_loss: 1.5619 - val_coeff_determination: 0.6370
Epoch 461/500
762/762 [==============================] - 0s 64us/step - loss: 0.3205 - coeff_determination: 0.9278 - val_loss: 1.5553 - val_coeff_determination: 0.6385
Epoch 462/500
762/762 [==============================] - 0s 76us/step - loss: 0.3210 - coeff_determination: 0.9276 - val_loss: 1.5620 - val_coeff_determination: 0.6369
Epoch 463/500
762/762 [==============================] - 0s 66us/step - loss: 0.3192 - coeff_determination: 0.9281 - val_loss: 1.5658 - val_coeff_determination: 0.6361
Epoch 464/500
762/762 [==============================] - 0s 71us/step - loss: 0.3202 - coeff_determination: 0.9278 - val_loss: 1.5563 - val_coeff_determination: 0.6383
Epoch 465/500
762/762 [==============================] - 0s 70us/step - loss: 0.3209 - coeff_determination: 0.9277 - val_loss: 1.5616 - val_coeff_determination: 0.6370
Epoch 466/500
762/762 [==============================] - 0s 72us/step - loss: 0.3187 - coeff_determination: 0.9282 - val_loss: 1.5685 - val_coeff_determination: 0.6354
Epoch 467/500
762/762 [==============================] - 0s 70us/step - loss: 0.3204 - coeff_determination: 0.9278 - val_loss: 1.5596 - val_coeff_determination: 0.6375
Epoch 468/500
762/762 [==============================] - 0s 81us/step - loss: 0.3188 - coeff_determination: 0.9281 - val_loss: 1.5586 - val_coeff_determination: 0.6377
Epoch 469/500
762/762 [==============================] - 0s 75us/step - loss: 0.3188 - coeff_determination: 0.9281 - val_loss: 1.5684 - val_coeff_determination: 0.6354
Epoch 470/500
762/762 [==============================] - 0s 75us/step - loss: 0.3192 - coeff_determination: 0.9280 - val_loss: 1.5619 - val_coeff_determination: 0.6370
Epoch 471/500
762/762 [==============================] - 0s 71us/step - loss: 0.3177 - coeff_determination: 0.9284 - val_loss: 1.5584 - val_coeff_determination: 0.6378
Epoch 472/500
762/762 [==============================] - 0s 77us/step - loss: 0.3183 - coeff_determination: 0.9283 - val_loss: 1.5655 - val_coeff_determination: 0.6361
Epoch 473/500
762/762 [==============================] - 0s 77us/step - loss: 0.3179 - coeff_determination: 0.9283 - val_loss: 1.5635 - val_coeff_determination: 0.6366
Epoch 474/500
762/762 [==============================] - 0s 75us/step - loss: 0.3173 - coeff_determination: 0.9285 - val_loss: 1.5646 - val_coeff_determination: 0.6363
Epoch 475/500
762/762 [==============================] - 0s 71us/step - loss: 0.3176 - coeff_determination: 0.9284 - val_loss: 1.5696 - val_coeff_determination: 0.6352
Epoch 476/500
762/762 [==============================] - 0s 68us/step - loss: 0.3170 - coeff_determination: 0.9285 - val_loss: 1.5657 - val_coeff_determination: 0.6361
Epoch 477/500
762/762 [==============================] - 0s 67us/step - loss: 0.3166 - coeff_determination: 0.9286 - val_loss: 1.5658 - val_coeff_determination: 0.6361
Epoch 478/500
762/762 [==============================] - 0s 72us/step - loss: 0.3170 - coeff_determination: 0.9285 - val_loss: 1.5705 - val_coeff_determination: 0.6350
Epoch 479/500
762/762 [==============================] - 0s 73us/step - loss: 0.3166 - coeff_determination: 0.9286 - val_loss: 1.5684 - val_coeff_determination: 0.6355
Epoch 480/500
762/762 [==============================] - 0s 68us/step - loss: 0.3158 - coeff_determination: 0.9288 - val_loss: 1.5670 - val_coeff_determination: 0.6358
Epoch 481/500
762/762 [==============================] - 0s 72us/step - loss: 0.3161 - coeff_determination: 0.9287 - val_loss: 1.5713 - val_coeff_determination: 0.6348
Epoch 482/500
762/762 [==============================] - 0s 80us/step - loss: 0.3160 - coeff_determination: 0.9288 - val_loss: 1.5689 - val_coeff_determination: 0.6353
Epoch 483/500
762/762 [==============================] - 0s 71us/step - loss: 0.3154 - coeff_determination: 0.9289 - val_loss: 1.5703 - val_coeff_determination: 0.6350
Epoch 484/500
762/762 [==============================] - 0s 73us/step - loss: 0.3155 - coeff_determination: 0.9289 - val_loss: 1.5724 - val_coeff_determination: 0.6345
Epoch 485/500
762/762 [==============================] - 0s 75us/step - loss: 0.3154 - coeff_determination: 0.9289 - val_loss: 1.5706 - val_coeff_determination: 0.6349
Epoch 486/500
762/762 [==============================] - 0s 76us/step - loss: 0.3152 - coeff_determination: 0.9290 - val_loss: 1.5745 - val_coeff_determination: 0.6340
Epoch 487/500
762/762 [==============================] - 0s 76us/step - loss: 0.3152 - coeff_determination: 0.9289 - val_loss: 1.5753 - val_coeff_determination: 0.6338
Epoch 488/500
762/762 [==============================] - 0s 67us/step - loss: 0.3154 - coeff_determination: 0.9289 - val_loss: 1.5729 - val_coeff_determination: 0.6344
Epoch 489/500
762/762 [==============================] - 0s 70us/step - loss: 0.3146 - coeff_determination: 0.9291 - val_loss: 1.5750 - val_coeff_determination: 0.6339
Epoch 490/500
762/762 [==============================] - 0s 87us/step - loss: 0.3142 - coeff_determination: 0.9292 - val_loss: 1.5763 - val_coeff_determination: 0.6336
Epoch 491/500
762/762 [==============================] - 0s 85us/step - loss: 0.3146 - coeff_determination: 0.9291 - val_loss: 1.5747 - val_coeff_determination: 0.6340
Epoch 492/500
762/762 [==============================] - 0s 68us/step - loss: 0.3141 - coeff_determination: 0.9292 - val_loss: 1.5762 - val_coeff_determination: 0.6336
Epoch 493/500
762/762 [==============================] - 0s 87us/step - loss: 0.3137 - coeff_determination: 0.9293 - val_loss: 1.5741 - val_coeff_determination: 0.6341
Epoch 494/500
762/762 [==============================] - 0s 86us/step - loss: 0.3144 - coeff_determination: 0.9291 - val_loss: 1.5794 - val_coeff_determination: 0.6329
Epoch 495/500
762/762 [==============================] - 0s 78us/step - loss: 0.3143 - coeff_determination: 0.9292 - val_loss: 1.5744 - val_coeff_determination: 0.6341
Epoch 496/500
762/762 [==============================] - 0s 70us/step - loss: 0.3135 - coeff_determination: 0.9293 - val_loss: 1.5770 - val_coeff_determination: 0.6335
Epoch 497/500
762/762 [==============================] - 0s 66us/step - loss: 0.3131 - coeff_determination: 0.9294 - val_loss: 1.5808 - val_coeff_determination: 0.6326
Epoch 498/500
762/762 [==============================] - 0s 65us/step - loss: 0.3135 - coeff_determination: 0.9293 - val_loss: 1.5765 - val_coeff_determination: 0.6336
Epoch 499/500
762/762 [==============================] - 0s 81us/step - loss: 0.3134 - coeff_determination: 0.9293 - val_loss: 1.5810 - val_coeff_determination: 0.6325
Epoch 500/500
762/762 [==============================] - 0s 73us/step - loss: 0.3125 - coeff_determination: 0.9295 - val_loss: 1.5821 - val_coeff_determination: 0.6323
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 1s 696us/step - loss: 12.9500 - coeff_determination: -1.9511 - val_loss: 8.4803 - val_coeff_determination: -0.9325
Epoch 2/500
763/763 [==============================] - 0s 63us/step - loss: 7.7330 - coeff_determination: -0.7622 - val_loss: 6.6454 - val_coeff_determination: -0.5144
Epoch 3/500
763/763 [==============================] - 0s 47us/step - loss: 6.2742 - coeff_determination: -0.4298 - val_loss: 5.9329 - val_coeff_determination: -0.3520
Epoch 4/500
763/763 [==============================] - 0s 58us/step - loss: 5.4566 - coeff_determination: -0.2434 - val_loss: 4.7567 - val_coeff_determination: -0.0840
Epoch 5/500
763/763 [==============================] - 0s 62us/step - loss: 4.1195 - coeff_determination: 0.0612 - val_loss: 3.8803 - val_coeff_determination: 0.1157
Epoch 6/500
763/763 [==============================] - 0s 67us/step - loss: 3.1181 - coeff_determination: 0.2894 - val_loss: 3.4463 - val_coeff_determination: 0.2146
Epoch 7/500
763/763 [==============================] - 0s 64us/step - loss: 2.6566 - coeff_determination: 0.3946 - val_loss: 3.2662 - val_coeff_determination: 0.2557
Epoch 8/500
763/763 [==============================] - 0s 73us/step - loss: 2.5006 - coeff_determination: 0.4302 - val_loss: 3.1288 - val_coeff_determination: 0.2870
Epoch 9/500
763/763 [==============================] - 0s 67us/step - loss: 2.3897 - coeff_determination: 0.4554 - val_loss: 2.9806 - val_coeff_determination: 0.3208
Epoch 10/500
763/763 [==============================] - 0s 71us/step - loss: 2.2644 - coeff_determination: 0.4840 - val_loss: 2.8599 - val_coeff_determination: 0.3483
Epoch 11/500
763/763 [==============================] - 0s 73us/step - loss: 2.1603 - coeff_determination: 0.5077 - val_loss: 2.7784 - val_coeff_determination: 0.3668
Epoch 12/500
763/763 [==============================] - 0s 60us/step - loss: 2.0863 - coeff_determination: 0.5246 - val_loss: 2.7199 - val_coeff_determination: 0.3802
Epoch 13/500
763/763 [==============================] - 0s 68us/step - loss: 2.0167 - coeff_determination: 0.5404 - val_loss: 2.6506 - val_coeff_determination: 0.3960
Epoch 14/500
763/763 [==============================] - 0s 69us/step - loss: 1.9282 - coeff_determination: 0.5606 - val_loss: 2.5570 - val_coeff_determination: 0.4173
Epoch 15/500
763/763 [==============================] - 0s 73us/step - loss: 1.8127 - coeff_determination: 0.5869 - val_loss: 2.4564 - val_coeff_determination: 0.4402
Epoch 16/500
763/763 [==============================] - 0s 67us/step - loss: 1.6894 - coeff_determination: 0.6150 - val_loss: 2.3745 - val_coeff_determination: 0.4589
Epoch 17/500
763/763 [==============================] - 0s 80us/step - loss: 1.5860 - coeff_determination: 0.6386 - val_loss: 2.3229 - val_coeff_determination: 0.4706
Epoch 18/500
763/763 [==============================] - 0s 72us/step - loss: 1.5148 - coeff_determination: 0.6548 - val_loss: 2.2925 - val_coeff_determination: 0.4776
Epoch 19/500
763/763 [==============================] - 0s 75us/step - loss: 1.4713 - coeff_determination: 0.6647 - val_loss: 2.2652 - val_coeff_determination: 0.4838
Epoch 20/500
763/763 [==============================] - 0s 81us/step - loss: 1.4367 - coeff_determination: 0.6726 - val_loss: 2.2251 - val_coeff_determination: 0.4929
Epoch 21/500
763/763 [==============================] - 0s 76us/step - loss: 1.3958 - coeff_determination: 0.6819 - val_loss: 2.1672 - val_coeff_determination: 0.5061
Epoch 22/500
763/763 [==============================] - 0s 80us/step - loss: 1.3443 - coeff_determination: 0.6937 - val_loss: 2.0991 - val_coeff_determination: 0.5216
Epoch 23/500
763/763 [==============================] - 0s 77us/step - loss: 1.2906 - coeff_determination: 0.7059 - val_loss: 2.0344 - val_coeff_determination: 0.5364
Epoch 24/500
763/763 [==============================] - 0s 75us/step - loss: 1.2461 - coeff_determination: 0.7160 - val_loss: 1.9818 - val_coeff_determination: 0.5484
Epoch 25/500
763/763 [==============================] - 0s 71us/step - loss: 1.2163 - coeff_determination: 0.7228 - val_loss: 1.9413 - val_coeff_determination: 0.5576
Epoch 26/500
763/763 [==============================] - 0s 75us/step - loss: 1.1953 - coeff_determination: 0.7276 - val_loss: 1.9046 - val_coeff_determination: 0.5660
Epoch 27/500
763/763 [==============================] - 0s 71us/step - loss: 1.1703 - coeff_determination: 0.7333 - val_loss: 1.8678 - val_coeff_determination: 0.5744
Epoch 28/500
763/763 [==============================] - 0s 69us/step - loss: 1.1334 - coeff_determination: 0.7417 - val_loss: 1.8354 - val_coeff_determination: 0.5817
Epoch 29/500
763/763 [==============================] - 0s 72us/step - loss: 1.0907 - coeff_determination: 0.7515 - val_loss: 1.8140 - val_coeff_determination: 0.5866
Epoch 30/500
763/763 [==============================] - 0s 77us/step - loss: 1.0519 - coeff_determination: 0.7603 - val_loss: 1.8055 - val_coeff_determination: 0.5886
Epoch 31/500
763/763 [==============================] - 0s 81us/step - loss: 1.0276 - coeff_determination: 0.7658 - val_loss: 1.7988 - val_coeff_determination: 0.5901
Epoch 32/500
763/763 [==============================] - 0s 68us/step - loss: 1.0130 - coeff_determination: 0.7692 - val_loss: 1.7813 - val_coeff_determination: 0.5941
Epoch 33/500
763/763 [==============================] - 0s 69us/step - loss: 0.9949 - coeff_determination: 0.7733 - val_loss: 1.7508 - val_coeff_determination: 0.6010
Epoch 34/500
763/763 [==============================] - 0s 71us/step - loss: 0.9692 - coeff_determination: 0.7791 - val_loss: 1.7139 - val_coeff_determination: 0.6094
Epoch 35/500
763/763 [==============================] - 0s 69us/step - loss: 0.9400 - coeff_determination: 0.7858 - val_loss: 1.6781 - val_coeff_determination: 0.6176
Epoch 36/500
763/763 [==============================] - 0s 69us/step - loss: 0.9146 - coeff_determination: 0.7916 - val_loss: 1.6474 - val_coeff_determination: 0.6246
Epoch 37/500
763/763 [==============================] - 0s 69us/step - loss: 0.8945 - coeff_determination: 0.7961 - val_loss: 1.6205 - val_coeff_determination: 0.6307
Epoch 38/500
763/763 [==============================] - 0s 66us/step - loss: 0.8759 - coeff_determination: 0.8004 - val_loss: 1.5984 - val_coeff_determination: 0.6358
Epoch 39/500
763/763 [==============================] - 0s 67us/step - loss: 0.8544 - coeff_determination: 0.8053 - val_loss: 1.5813 - val_coeff_determination: 0.6397
Epoch 40/500
763/763 [==============================] - 0s 69us/step - loss: 0.8311 - coeff_determination: 0.8106 - val_loss: 1.5705 - val_coeff_determination: 0.6421
Epoch 41/500
763/763 [==============================] - 0s 75us/step - loss: 0.8089 - coeff_determination: 0.8157 - val_loss: 1.5645 - val_coeff_determination: 0.6435
Epoch 42/500
763/763 [==============================] - 0s 63us/step - loss: 0.7893 - coeff_determination: 0.8201 - val_loss: 1.5604 - val_coeff_determination: 0.6444
Epoch 43/500
763/763 [==============================] - 0s 66us/step - loss: 0.7720 - coeff_determination: 0.8241 - val_loss: 1.5522 - val_coeff_determination: 0.6463
Epoch 44/500
763/763 [==============================] - 0s 85us/step - loss: 0.7542 - coeff_determination: 0.8281 - val_loss: 1.5359 - val_coeff_determination: 0.6500
Epoch 45/500
763/763 [==============================] - 0s 65us/step - loss: 0.7339 - coeff_determination: 0.8328 - val_loss: 1.5159 - val_coeff_determination: 0.6546
Epoch 46/500
763/763 [==============================] - 0s 74us/step - loss: 0.7137 - coeff_determination: 0.8374 - val_loss: 1.4957 - val_coeff_determination: 0.6592
Epoch 47/500
763/763 [==============================] - 0s 67us/step - loss: 0.6961 - coeff_determination: 0.8414 - val_loss: 1.4798 - val_coeff_determination: 0.6628
Epoch 48/500
763/763 [==============================] - 0s 51us/step - loss: 0.6817 - coeff_determination: 0.8447 - val_loss: 1.4686 - val_coeff_determination: 0.6653
Epoch 49/500
763/763 [==============================] - 0s 88us/step - loss: 0.6692 - coeff_determination: 0.8475 - val_loss: 1.4611 - val_coeff_determination: 0.6670
Epoch 50/500
763/763 [==============================] - 0s 62us/step - loss: 0.6563 - coeff_determination: 0.8505 - val_loss: 1.4568 - val_coeff_determination: 0.6680
Epoch 51/500
763/763 [==============================] - 0s 71us/step - loss: 0.6424 - coeff_determination: 0.8536 - val_loss: 1.4551 - val_coeff_determination: 0.6684
Epoch 52/500
763/763 [==============================] - 0s 77us/step - loss: 0.6293 - coeff_determination: 0.8566 - val_loss: 1.4546 - val_coeff_determination: 0.6685
Epoch 53/500
763/763 [==============================] - 0s 64us/step - loss: 0.6173 - coeff_determination: 0.8593 - val_loss: 1.4524 - val_coeff_determination: 0.6690
Epoch 54/500
763/763 [==============================] - 0s 71us/step - loss: 0.6058 - coeff_determination: 0.8620 - val_loss: 1.4465 - val_coeff_determination: 0.6704
Epoch 55/500
763/763 [==============================] - 0s 71us/step - loss: 0.5941 - coeff_determination: 0.8646 - val_loss: 1.4370 - val_coeff_determination: 0.6725
Epoch 56/500
763/763 [==============================] - 0s 47us/step - loss: 0.5826 - coeff_determination: 0.8672 - val_loss: 1.4266 - val_coeff_determination: 0.6749
Epoch 57/500
763/763 [==============================] - 0s 80us/step - loss: 0.5717 - coeff_determination: 0.8697 - val_loss: 1.4197 - val_coeff_determination: 0.6765
Epoch 58/500
763/763 [==============================] - 0s 71us/step - loss: 0.5616 - coeff_determination: 0.8720 - val_loss: 1.4165 - val_coeff_determination: 0.6772
Epoch 59/500
763/763 [==============================] - 0s 63us/step - loss: 0.5517 - coeff_determination: 0.8743 - val_loss: 1.4179 - val_coeff_determination: 0.6769
Epoch 60/500
763/763 [==============================] - 0s 74us/step - loss: 0.5416 - coeff_determination: 0.8766 - val_loss: 1.4237 - val_coeff_determination: 0.6756
Epoch 61/500
763/763 [==============================] - 0s 66us/step - loss: 0.5318 - coeff_determination: 0.8788 - val_loss: 1.4308 - val_coeff_determination: 0.6740
Epoch 62/500
763/763 [==============================] - 0s 73us/step - loss: 0.5230 - coeff_determination: 0.8808 - val_loss: 1.4349 - val_coeff_determination: 0.6730
Epoch 63/500
763/763 [==============================] - 0s 64us/step - loss: 0.5150 - coeff_determination: 0.8826 - val_loss: 1.4358 - val_coeff_determination: 0.6728
Epoch 64/500
763/763 [==============================] - 0s 66us/step - loss: 0.5074 - coeff_determination: 0.8844 - val_loss: 1.4329 - val_coeff_determination: 0.6735
Epoch 65/500
763/763 [==============================] - 0s 69us/step - loss: 0.4998 - coeff_determination: 0.8861 - val_loss: 1.4262 - val_coeff_determination: 0.6750
Epoch 66/500
763/763 [==============================] - 0s 63us/step - loss: 0.4920 - coeff_determination: 0.8879 - val_loss: 1.4170 - val_coeff_determination: 0.6771
Epoch 67/500
763/763 [==============================] - 0s 64us/step - loss: 0.4842 - coeff_determination: 0.8897 - val_loss: 1.4081 - val_coeff_determination: 0.6791
Epoch 68/500
763/763 [==============================] - 0s 68us/step - loss: 0.4768 - coeff_determination: 0.8913 - val_loss: 1.4013 - val_coeff_determination: 0.6807
Epoch 69/500
763/763 [==============================] - 0s 68us/step - loss: 0.4701 - coeff_determination: 0.8929 - val_loss: 1.3978 - val_coeff_determination: 0.6815
Epoch 70/500
763/763 [==============================] - 0s 73us/step - loss: 0.4635 - coeff_determination: 0.8944 - val_loss: 1.3974 - val_coeff_determination: 0.6816
Epoch 71/500
763/763 [==============================] - 0s 64us/step - loss: 0.4570 - coeff_determination: 0.8959 - val_loss: 1.3983 - val_coeff_determination: 0.6813
Epoch 72/500
763/763 [==============================] - 0s 66us/step - loss: 0.4509 - coeff_determination: 0.8972 - val_loss: 1.3986 - val_coeff_determination: 0.6813
Epoch 73/500
763/763 [==============================] - 0s 73us/step - loss: 0.4453 - coeff_determination: 0.8985 - val_loss: 1.3967 - val_coeff_determination: 0.6817
Epoch 74/500
763/763 [==============================] - 0s 64us/step - loss: 0.4397 - coeff_determination: 0.8998 - val_loss: 1.3930 - val_coeff_determination: 0.6826
Epoch 75/500
763/763 [==============================] - 0s 75us/step - loss: 0.4344 - coeff_determination: 0.9010 - val_loss: 1.3891 - val_coeff_determination: 0.6835
Epoch 76/500
763/763 [==============================] - 0s 66us/step - loss: 0.4295 - coeff_determination: 0.9021 - val_loss: 1.3862 - val_coeff_determination: 0.6841
Epoch 77/500
763/763 [==============================] - 0s 72us/step - loss: 0.4250 - coeff_determination: 0.9031 - val_loss: 1.3847 - val_coeff_determination: 0.6845
Epoch 78/500
763/763 [==============================] - 0s 77us/step - loss: 0.4206 - coeff_determination: 0.9042 - val_loss: 1.3846 - val_coeff_determination: 0.6845
Epoch 79/500
763/763 [==============================] - 0s 68us/step - loss: 0.4164 - coeff_determination: 0.9051 - val_loss: 1.3846 - val_coeff_determination: 0.6845
Epoch 80/500
763/763 [==============================] - 0s 69us/step - loss: 0.4128 - coeff_determination: 0.9059 - val_loss: 1.3832 - val_coeff_determination: 0.6848
Epoch 81/500
763/763 [==============================] - 0s 69us/step - loss: 0.4093 - coeff_determination: 0.9067 - val_loss: 1.3799 - val_coeff_determination: 0.6856
Epoch 82/500
763/763 [==============================] - 0s 77us/step - loss: 0.4058 - coeff_determination: 0.9075 - val_loss: 1.3754 - val_coeff_determination: 0.6866
Epoch 83/500
763/763 [==============================] - 0s 67us/step - loss: 0.4024 - coeff_determination: 0.9083 - val_loss: 1.3708 - val_coeff_determination: 0.6876
Epoch 84/500
763/763 [==============================] - 0s 66us/step - loss: 0.3993 - coeff_determination: 0.9090 - val_loss: 1.3675 - val_coeff_determination: 0.6884
Epoch 85/500
763/763 [==============================] - 0s 68us/step - loss: 0.3962 - coeff_determination: 0.9097 - val_loss: 1.3659 - val_coeff_determination: 0.6887
Epoch 86/500
763/763 [==============================] - 0s 69us/step - loss: 0.3932 - coeff_determination: 0.9104 - val_loss: 1.3652 - val_coeff_determination: 0.6889
Epoch 87/500
763/763 [==============================] - 0s 68us/step - loss: 0.3902 - coeff_determination: 0.9111 - val_loss: 1.3646 - val_coeff_determination: 0.6890
Epoch 88/500
763/763 [==============================] - 0s 68us/step - loss: 0.3874 - coeff_determination: 0.9117 - val_loss: 1.3636 - val_coeff_determination: 0.6893
Epoch 89/500
763/763 [==============================] - 0s 71us/step - loss: 0.3845 - coeff_determination: 0.9124 - val_loss: 1.3619 - val_coeff_determination: 0.6897
Epoch 90/500
763/763 [==============================] - 0s 62us/step - loss: 0.3818 - coeff_determination: 0.9130 - val_loss: 1.3596 - val_coeff_determination: 0.6902
Epoch 91/500
763/763 [==============================] - 0s 72us/step - loss: 0.3794 - coeff_determination: 0.9136 - val_loss: 1.3579 - val_coeff_determination: 0.6905
Epoch 92/500
763/763 [==============================] - 0s 60us/step - loss: 0.3769 - coeff_determination: 0.9141 - val_loss: 1.3570 - val_coeff_determination: 0.6908
Epoch 93/500
763/763 [==============================] - 0s 71us/step - loss: 0.3745 - coeff_determination: 0.9146 - val_loss: 1.3567 - val_coeff_determination: 0.6908
Epoch 94/500
763/763 [==============================] - 0s 59us/step - loss: 0.3723 - coeff_determination: 0.9152 - val_loss: 1.3567 - val_coeff_determination: 0.6908
Epoch 95/500
763/763 [==============================] - 0s 72us/step - loss: 0.3702 - coeff_determination: 0.9156 - val_loss: 1.3561 - val_coeff_determination: 0.6910
Epoch 96/500
763/763 [==============================] - 0s 68us/step - loss: 0.3681 - coeff_determination: 0.9161 - val_loss: 1.3553 - val_coeff_determination: 0.6912
Epoch 97/500
763/763 [==============================] - 0s 51us/step - loss: 0.3663 - coeff_determination: 0.9165 - val_loss: 1.3546 - val_coeff_determination: 0.6913
Epoch 98/500
763/763 [==============================] - 0s 75us/step - loss: 0.3644 - coeff_determination: 0.9170 - val_loss: 1.3545 - val_coeff_determination: 0.6913
Epoch 99/500
763/763 [==============================] - 0s 54us/step - loss: 0.3626 - coeff_determination: 0.9174 - val_loss: 1.3547 - val_coeff_determination: 0.6913
Epoch 100/500
763/763 [==============================] - 0s 74us/step - loss: 0.3608 - coeff_determination: 0.9178 - val_loss: 1.3553 - val_coeff_determination: 0.6912
Epoch 101/500
763/763 [==============================] - 0s 67us/step - loss: 0.3590 - coeff_determination: 0.9182 - val_loss: 1.3558 - val_coeff_determination: 0.6910
Epoch 102/500
763/763 [==============================] - 0s 68us/step - loss: 0.3574 - coeff_determination: 0.9186 - val_loss: 1.3565 - val_coeff_determination: 0.6909
Epoch 103/500
763/763 [==============================] - 0s 68us/step - loss: 0.3557 - coeff_determination: 0.9189 - val_loss: 1.3572 - val_coeff_determination: 0.6907
Epoch 104/500
763/763 [==============================] - 0s 63us/step - loss: 0.3542 - coeff_determination: 0.9193 - val_loss: 1.3574 - val_coeff_determination: 0.6907
Epoch 105/500
763/763 [==============================] - 0s 67us/step - loss: 0.3526 - coeff_determination: 0.9196 - val_loss: 1.3569 - val_coeff_determination: 0.6908
Epoch 106/500
763/763 [==============================] - 0s 76us/step - loss: 0.3510 - coeff_determination: 0.9200 - val_loss: 1.3563 - val_coeff_determination: 0.6909
Epoch 107/500
763/763 [==============================] - 0s 75us/step - loss: 0.3495 - coeff_determination: 0.9204 - val_loss: 1.3561 - val_coeff_determination: 0.6910
Epoch 108/500
763/763 [==============================] - 0s 79us/step - loss: 0.3480 - coeff_determination: 0.9207 - val_loss: 1.3564 - val_coeff_determination: 0.6909
Epoch 109/500
763/763 [==============================] - 0s 63us/step - loss: 0.3466 - coeff_determination: 0.9210 - val_loss: 1.3574 - val_coeff_determination: 0.6907
Epoch 110/500
763/763 [==============================] - 0s 71us/step - loss: 0.3451 - coeff_determination: 0.9214 - val_loss: 1.3585 - val_coeff_determination: 0.6904
Epoch 111/500
763/763 [==============================] - 0s 64us/step - loss: 0.3438 - coeff_determination: 0.9217 - val_loss: 1.3593 - val_coeff_determination: 0.6902
Epoch 112/500
763/763 [==============================] - 0s 76us/step - loss: 0.3425 - coeff_determination: 0.9220 - val_loss: 1.3597 - val_coeff_determination: 0.6902
Epoch 113/500
763/763 [==============================] - 0s 66us/step - loss: 0.3413 - coeff_determination: 0.9222 - val_loss: 1.3600 - val_coeff_determination: 0.6901
Epoch 114/500
763/763 [==============================] - 0s 68us/step - loss: 0.3401 - coeff_determination: 0.9225 - val_loss: 1.3602 - val_coeff_determination: 0.6900
Epoch 115/500
763/763 [==============================] - 0s 68us/step - loss: 0.3389 - coeff_determination: 0.9228 - val_loss: 1.3603 - val_coeff_determination: 0.6900
Epoch 116/500
763/763 [==============================] - 0s 76us/step - loss: 0.3377 - coeff_determination: 0.9230 - val_loss: 1.3602 - val_coeff_determination: 0.6900
Epoch 117/500
763/763 [==============================] - 0s 63us/step - loss: 0.3366 - coeff_determination: 0.9233 - val_loss: 1.3601 - val_coeff_determination: 0.6901
Epoch 118/500
763/763 [==============================] - 0s 73us/step - loss: 0.3355 - coeff_determination: 0.9235 - val_loss: 1.3605 - val_coeff_determination: 0.6900
Epoch 119/500
763/763 [==============================] - 0s 67us/step - loss: 0.3344 - coeff_determination: 0.9238 - val_loss: 1.3613 - val_coeff_determination: 0.6898
Epoch 120/500
763/763 [==============================] - 0s 64us/step - loss: 0.3334 - coeff_determination: 0.9240 - val_loss: 1.3622 - val_coeff_determination: 0.6896
Epoch 121/500
763/763 [==============================] - 0s 67us/step - loss: 0.3324 - coeff_determination: 0.9242 - val_loss: 1.3628 - val_coeff_determination: 0.6894
Epoch 122/500
763/763 [==============================] - 0s 64us/step - loss: 0.3315 - coeff_determination: 0.9245 - val_loss: 1.3629 - val_coeff_determination: 0.6894
Epoch 123/500
763/763 [==============================] - 0s 63us/step - loss: 0.3305 - coeff_determination: 0.9247 - val_loss: 1.3628 - val_coeff_determination: 0.6894
Epoch 124/500
763/763 [==============================] - 0s 59us/step - loss: 0.3295 - coeff_determination: 0.9249 - val_loss: 1.3630 - val_coeff_determination: 0.6894
Epoch 125/500
763/763 [==============================] - 0s 66us/step - loss: 0.3286 - coeff_determination: 0.9251 - val_loss: 1.3633 - val_coeff_determination: 0.6893
Epoch 126/500
763/763 [==============================] - 0s 67us/step - loss: 0.3277 - coeff_determination: 0.9253 - val_loss: 1.3638 - val_coeff_determination: 0.6892
Epoch 127/500
763/763 [==============================] - 0s 76us/step - loss: 0.3267 - coeff_determination: 0.9255 - val_loss: 1.3639 - val_coeff_determination: 0.6892
Epoch 128/500
763/763 [==============================] - 0s 67us/step - loss: 0.3259 - coeff_determination: 0.9257 - val_loss: 1.3638 - val_coeff_determination: 0.6892
Epoch 129/500
763/763 [==============================] - 0s 68us/step - loss: 0.3250 - coeff_determination: 0.9259 - val_loss: 1.3635 - val_coeff_determination: 0.6893
Epoch 130/500
763/763 [==============================] - 0s 67us/step - loss: 0.3241 - coeff_determination: 0.9261 - val_loss: 1.3633 - val_coeff_determination: 0.6893
Epoch 131/500
763/763 [==============================] - 0s 73us/step - loss: 0.3233 - coeff_determination: 0.9263 - val_loss: 1.3635 - val_coeff_determination: 0.6893
Epoch 132/500
763/763 [==============================] - 0s 71us/step - loss: 0.3224 - coeff_determination: 0.9265 - val_loss: 1.3640 - val_coeff_determination: 0.6892
Epoch 133/500
763/763 [==============================] - 0s 71us/step - loss: 0.3215 - coeff_determination: 0.9267 - val_loss: 1.3645 - val_coeff_determination: 0.6891
Epoch 134/500
763/763 [==============================] - 0s 67us/step - loss: 0.3206 - coeff_determination: 0.9269 - val_loss: 1.3647 - val_coeff_determination: 0.6890
Epoch 135/500
763/763 [==============================] - 0s 69us/step - loss: 0.3196 - coeff_determination: 0.9272 - val_loss: 1.3651 - val_coeff_determination: 0.6889
Epoch 136/500
763/763 [==============================] - 0s 63us/step - loss: 0.3186 - coeff_determination: 0.9274 - val_loss: 1.3654 - val_coeff_determination: 0.6888
Epoch 137/500
763/763 [==============================] - 0s 72us/step - loss: 0.3178 - coeff_determination: 0.9276 - val_loss: 1.3657 - val_coeff_determination: 0.6888
Epoch 138/500
763/763 [==============================] - 0s 72us/step - loss: 0.3172 - coeff_determination: 0.9277 - val_loss: 1.3661 - val_coeff_determination: 0.6887
Epoch 139/500
763/763 [==============================] - 0s 63us/step - loss: 0.3164 - coeff_determination: 0.9279 - val_loss: 1.3669 - val_coeff_determination: 0.6885
Epoch 140/500
763/763 [==============================] - 0s 64us/step - loss: 0.3156 - coeff_determination: 0.9281 - val_loss: 1.3676 - val_coeff_determination: 0.6884
Epoch 141/500
763/763 [==============================] - 0s 68us/step - loss: 0.3149 - coeff_determination: 0.9282 - val_loss: 1.3681 - val_coeff_determination: 0.6882
Epoch 142/500
763/763 [==============================] - 0s 64us/step - loss: 0.3141 - coeff_determination: 0.9284 - val_loss: 1.3684 - val_coeff_determination: 0.6882
Epoch 143/500
763/763 [==============================] - 0s 65us/step - loss: 0.3133 - coeff_determination: 0.9286 - val_loss: 1.3686 - val_coeff_determination: 0.6881
Epoch 144/500
763/763 [==============================] - 0s 89us/step - loss: 0.3126 - coeff_determination: 0.9288 - val_loss: 1.3690 - val_coeff_determination: 0.6880
Epoch 145/500
763/763 [==============================] - 0s 73us/step - loss: 0.3119 - coeff_determination: 0.9289 - val_loss: 1.3696 - val_coeff_determination: 0.6879
Epoch 146/500
763/763 [==============================] - 0s 71us/step - loss: 0.3113 - coeff_determination: 0.9291 - val_loss: 1.3705 - val_coeff_determination: 0.6877
Epoch 147/500
763/763 [==============================] - 0s 68us/step - loss: 0.3106 - coeff_determination: 0.9292 - val_loss: 1.3714 - val_coeff_determination: 0.6875
Epoch 148/500
763/763 [==============================] - 0s 67us/step - loss: 0.3099 - coeff_determination: 0.9294 - val_loss: 1.3723 - val_coeff_determination: 0.6873
Epoch 149/500
763/763 [==============================] - 0s 55us/step - loss: 0.3092 - coeff_determination: 0.9295 - val_loss: 1.3731 - val_coeff_determination: 0.6871
Epoch 150/500
763/763 [==============================] - 0s 84us/step - loss: 0.3086 - coeff_determination: 0.9297 - val_loss: 1.3736 - val_coeff_determination: 0.6870
Epoch 151/500
763/763 [==============================] - 0s 68us/step - loss: 0.3080 - coeff_determination: 0.9298 - val_loss: 1.3740 - val_coeff_determination: 0.6869
Epoch 152/500
763/763 [==============================] - 0s 75us/step - loss: 0.3074 - coeff_determination: 0.9299 - val_loss: 1.3747 - val_coeff_determination: 0.6867
Epoch 153/500
763/763 [==============================] - 0s 48us/step - loss: 0.3068 - coeff_determination: 0.9301 - val_loss: 1.3757 - val_coeff_determination: 0.6865
Epoch 154/500
763/763 [==============================] - 0s 74us/step - loss: 0.3062 - coeff_determination: 0.9302 - val_loss: 1.3769 - val_coeff_determination: 0.6862
Epoch 155/500
763/763 [==============================] - 0s 69us/step - loss: 0.3056 - coeff_determination: 0.9304 - val_loss: 1.3782 - val_coeff_determination: 0.6859
Epoch 156/500
763/763 [==============================] - 0s 67us/step - loss: 0.3050 - coeff_determination: 0.9305 - val_loss: 1.3794 - val_coeff_determination: 0.6857
Epoch 157/500
763/763 [==============================] - 0s 66us/step - loss: 0.3045 - coeff_determination: 0.9306 - val_loss: 1.3802 - val_coeff_determination: 0.6855
Epoch 158/500
763/763 [==============================] - 0s 81us/step - loss: 0.3040 - coeff_determination: 0.9307 - val_loss: 1.3809 - val_coeff_determination: 0.6853
Epoch 159/500
763/763 [==============================] - 0s 72us/step - loss: 0.3034 - coeff_determination: 0.9309 - val_loss: 1.3814 - val_coeff_determination: 0.6852
Epoch 160/500
763/763 [==============================] - 0s 69us/step - loss: 0.3029 - coeff_determination: 0.9310 - val_loss: 1.3819 - val_coeff_determination: 0.6851
Epoch 161/500
763/763 [==============================] - 0s 71us/step - loss: 0.3024 - coeff_determination: 0.9311 - val_loss: 1.3831 - val_coeff_determination: 0.6848
Epoch 162/500
763/763 [==============================] - 0s 77us/step - loss: 0.3018 - coeff_determination: 0.9312 - val_loss: 1.3845 - val_coeff_determination: 0.6845
Epoch 163/500
763/763 [==============================] - 0s 59us/step - loss: 0.3013 - coeff_determination: 0.9313 - val_loss: 1.3858 - val_coeff_determination: 0.6842
Epoch 164/500
763/763 [==============================] - 0s 69us/step - loss: 0.3008 - coeff_determination: 0.9314 - val_loss: 1.3866 - val_coeff_determination: 0.6840
Epoch 165/500
763/763 [==============================] - 0s 68us/step - loss: 0.3003 - coeff_determination: 0.9316 - val_loss: 1.3870 - val_coeff_determination: 0.6839
Epoch 166/500
763/763 [==============================] - 0s 62us/step - loss: 0.2998 - coeff_determination: 0.9317 - val_loss: 1.3872 - val_coeff_determination: 0.6839
Epoch 167/500
763/763 [==============================] - 0s 64us/step - loss: 0.2993 - coeff_determination: 0.9318 - val_loss: 1.3880 - val_coeff_determination: 0.6837
Epoch 168/500
763/763 [==============================] - 0s 76us/step - loss: 0.2989 - coeff_determination: 0.9319 - val_loss: 1.3891 - val_coeff_determination: 0.6834
Epoch 169/500
763/763 [==============================] - 0s 68us/step - loss: 0.2984 - coeff_determination: 0.9320 - val_loss: 1.3900 - val_coeff_determination: 0.6833
Epoch 170/500
763/763 [==============================] - 0s 72us/step - loss: 0.2979 - coeff_determination: 0.9321 - val_loss: 1.3904 - val_coeff_determination: 0.6831
Epoch 171/500
763/763 [==============================] - 0s 73us/step - loss: 0.2975 - coeff_determination: 0.9322 - val_loss: 1.3912 - val_coeff_determination: 0.6830
Epoch 172/500
763/763 [==============================] - 0s 69us/step - loss: 0.2971 - coeff_determination: 0.9323 - val_loss: 1.3927 - val_coeff_determination: 0.6826
Epoch 173/500
763/763 [==============================] - 0s 75us/step - loss: 0.2966 - coeff_determination: 0.9324 - val_loss: 1.3933 - val_coeff_determination: 0.6825
Epoch 174/500
763/763 [==============================] - 0s 64us/step - loss: 0.2962 - coeff_determination: 0.9325 - val_loss: 1.3932 - val_coeff_determination: 0.6825
Epoch 175/500
763/763 [==============================] - 0s 63us/step - loss: 0.2958 - coeff_determination: 0.9326 - val_loss: 1.3931 - val_coeff_determination: 0.6825
Epoch 176/500
763/763 [==============================] - 0s 66us/step - loss: 0.2954 - coeff_determination: 0.9327 - val_loss: 1.3938 - val_coeff_determination: 0.6824
Epoch 177/500
763/763 [==============================] - 0s 66us/step - loss: 0.2950 - coeff_determination: 0.9328 - val_loss: 1.3950 - val_coeff_determination: 0.6821
Epoch 178/500
763/763 [==============================] - 0s 67us/step - loss: 0.2945 - coeff_determination: 0.9329 - val_loss: 1.3963 - val_coeff_determination: 0.6818
Epoch 179/500
763/763 [==============================] - 0s 60us/step - loss: 0.2942 - coeff_determination: 0.9330 - val_loss: 1.3967 - val_coeff_determination: 0.6817
Epoch 180/500
763/763 [==============================] - 0s 68us/step - loss: 0.2938 - coeff_determination: 0.9331 - val_loss: 1.3967 - val_coeff_determination: 0.6817
Epoch 181/500
763/763 [==============================] - 0s 71us/step - loss: 0.2934 - coeff_determination: 0.9331 - val_loss: 1.3970 - val_coeff_determination: 0.6816
Epoch 182/500
763/763 [==============================] - 0s 76us/step - loss: 0.2930 - coeff_determination: 0.9332 - val_loss: 1.3978 - val_coeff_determination: 0.6815
Epoch 183/500
763/763 [==============================] - 0s 60us/step - loss: 0.2926 - coeff_determination: 0.9333 - val_loss: 1.3985 - val_coeff_determination: 0.6813
Epoch 184/500
763/763 [==============================] - 0s 79us/step - loss: 0.2922 - coeff_determination: 0.9334 - val_loss: 1.3995 - val_coeff_determination: 0.6811
Epoch 185/500
763/763 [==============================] - 0s 72us/step - loss: 0.2919 - coeff_determination: 0.9335 - val_loss: 1.4002 - val_coeff_determination: 0.6809
Epoch 186/500
763/763 [==============================] - 0s 69us/step - loss: 0.2915 - coeff_determination: 0.9336 - val_loss: 1.4006 - val_coeff_determination: 0.6808
Epoch 187/500
763/763 [==============================] - 0s 68us/step - loss: 0.2911 - coeff_determination: 0.9337 - val_loss: 1.4006 - val_coeff_determination: 0.6808
Epoch 188/500
763/763 [==============================] - 0s 70us/step - loss: 0.2908 - coeff_determination: 0.9337 - val_loss: 1.4004 - val_coeff_determination: 0.6809
Epoch 189/500
763/763 [==============================] - 0s 62us/step - loss: 0.2904 - coeff_determination: 0.9338 - val_loss: 1.4006 - val_coeff_determination: 0.6808
Epoch 190/500
763/763 [==============================] - 0s 68us/step - loss: 0.2901 - coeff_determination: 0.9339 - val_loss: 1.4008 - val_coeff_determination: 0.6808
Epoch 191/500
763/763 [==============================] - 0s 58us/step - loss: 0.2897 - coeff_determination: 0.9340 - val_loss: 1.4010 - val_coeff_determination: 0.6807
Epoch 192/500
763/763 [==============================] - 0s 64us/step - loss: 0.2894 - coeff_determination: 0.9341 - val_loss: 1.4020 - val_coeff_determination: 0.6805
Epoch 193/500
763/763 [==============================] - 0s 45us/step - loss: 0.2891 - coeff_determination: 0.9341 - val_loss: 1.4023 - val_coeff_determination: 0.6804
Epoch 194/500
763/763 [==============================] - 0s 79us/step - loss: 0.2887 - coeff_determination: 0.9342 - val_loss: 1.4022 - val_coeff_determination: 0.6805
Epoch 195/500
763/763 [==============================] - 0s 72us/step - loss: 0.2884 - coeff_determination: 0.9343 - val_loss: 1.4020 - val_coeff_determination: 0.6805
Epoch 196/500
763/763 [==============================] - 0s 60us/step - loss: 0.2881 - coeff_determination: 0.9344 - val_loss: 1.4026 - val_coeff_determination: 0.6804
Epoch 197/500
763/763 [==============================] - 0s 68us/step - loss: 0.2877 - coeff_determination: 0.9344 - val_loss: 1.4032 - val_coeff_determination: 0.6802
Epoch 198/500
763/763 [==============================] - 0s 60us/step - loss: 0.2874 - coeff_determination: 0.9345 - val_loss: 1.4039 - val_coeff_determination: 0.6801
Epoch 199/500
763/763 [==============================] - 0s 68us/step - loss: 0.2871 - coeff_determination: 0.9346 - val_loss: 1.4050 - val_coeff_determination: 0.6798
Epoch 200/500
763/763 [==============================] - 0s 66us/step - loss: 0.2868 - coeff_determination: 0.9347 - val_loss: 1.4056 - val_coeff_determination: 0.6797
Epoch 201/500
763/763 [==============================] - 0s 63us/step - loss: 0.2864 - coeff_determination: 0.9347 - val_loss: 1.4060 - val_coeff_determination: 0.6796
Epoch 202/500
763/763 [==============================] - 0s 60us/step - loss: 0.2861 - coeff_determination: 0.9348 - val_loss: 1.4064 - val_coeff_determination: 0.6795
Epoch 203/500
763/763 [==============================] - 0s 64us/step - loss: 0.2858 - coeff_determination: 0.9349 - val_loss: 1.4075 - val_coeff_determination: 0.6793
Epoch 204/500
763/763 [==============================] - 0s 73us/step - loss: 0.2855 - coeff_determination: 0.9349 - val_loss: 1.4085 - val_coeff_determination: 0.6790
Epoch 205/500
763/763 [==============================] - 0s 64us/step - loss: 0.2852 - coeff_determination: 0.9350 - val_loss: 1.4089 - val_coeff_determination: 0.6789
Epoch 206/500
763/763 [==============================] - 0s 72us/step - loss: 0.2849 - coeff_determination: 0.9351 - val_loss: 1.4088 - val_coeff_determination: 0.6790
Epoch 207/500
763/763 [==============================] - 0s 69us/step - loss: 0.2846 - coeff_determination: 0.9351 - val_loss: 1.4092 - val_coeff_determination: 0.6789
Epoch 208/500
763/763 [==============================] - 0s 60us/step - loss: 0.2843 - coeff_determination: 0.9352 - val_loss: 1.4098 - val_coeff_determination: 0.6787
Epoch 209/500
763/763 [==============================] - 0s 76us/step - loss: 0.2840 - coeff_determination: 0.9353 - val_loss: 1.4104 - val_coeff_determination: 0.6786
Epoch 210/500
763/763 [==============================] - 0s 71us/step - loss: 0.2838 - coeff_determination: 0.9353 - val_loss: 1.4107 - val_coeff_determination: 0.6785
Epoch 211/500
763/763 [==============================] - 0s 56us/step - loss: 0.2835 - coeff_determination: 0.9354 - val_loss: 1.4118 - val_coeff_determination: 0.6783
Epoch 212/500
763/763 [==============================] - 0s 72us/step - loss: 0.2832 - coeff_determination: 0.9355 - val_loss: 1.4128 - val_coeff_determination: 0.6781
Epoch 213/500
763/763 [==============================] - 0s 60us/step - loss: 0.2829 - coeff_determination: 0.9355 - val_loss: 1.4129 - val_coeff_determination: 0.6780
Epoch 214/500
763/763 [==============================] - 0s 63us/step - loss: 0.2826 - coeff_determination: 0.9356 - val_loss: 1.4128 - val_coeff_determination: 0.6781
Epoch 215/500
763/763 [==============================] - 0s 71us/step - loss: 0.2823 - coeff_determination: 0.9357 - val_loss: 1.4138 - val_coeff_determination: 0.6778
Epoch 216/500
763/763 [==============================] - 0s 64us/step - loss: 0.2821 - coeff_determination: 0.9357 - val_loss: 1.4150 - val_coeff_determination: 0.6775
Epoch 217/500
763/763 [==============================] - 0s 56us/step - loss: 0.2818 - coeff_determination: 0.9358 - val_loss: 1.4153 - val_coeff_determination: 0.6775
Epoch 218/500
763/763 [==============================] - 0s 71us/step - loss: 0.2815 - coeff_determination: 0.9358 - val_loss: 1.4148 - val_coeff_determination: 0.6776
Epoch 219/500
763/763 [==============================] - 0s 62us/step - loss: 0.2813 - coeff_determination: 0.9359 - val_loss: 1.4144 - val_coeff_determination: 0.6777
Epoch 220/500
763/763 [==============================] - 0s 56us/step - loss: 0.2810 - coeff_determination: 0.9360 - val_loss: 1.4147 - val_coeff_determination: 0.6776
Epoch 221/500
763/763 [==============================] - 0s 67us/step - loss: 0.2807 - coeff_determination: 0.9360 - val_loss: 1.4153 - val_coeff_determination: 0.6775
Epoch 222/500
763/763 [==============================] - 0s 68us/step - loss: 0.2804 - coeff_determination: 0.9361 - val_loss: 1.4160 - val_coeff_determination: 0.6773
Epoch 223/500
763/763 [==============================] - 0s 77us/step - loss: 0.2802 - coeff_determination: 0.9362 - val_loss: 1.4167 - val_coeff_determination: 0.6772
Epoch 224/500
763/763 [==============================] - 0s 73us/step - loss: 0.2799 - coeff_determination: 0.9362 - val_loss: 1.4177 - val_coeff_determination: 0.6769
Epoch 225/500
763/763 [==============================] - 0s 62us/step - loss: 0.2796 - coeff_determination: 0.9363 - val_loss: 1.4183 - val_coeff_determination: 0.6768
Epoch 226/500
763/763 [==============================] - 0s 64us/step - loss: 0.2793 - coeff_determination: 0.9363 - val_loss: 1.4187 - val_coeff_determination: 0.6767
Epoch 227/500
763/763 [==============================] - 0s 75us/step - loss: 0.2791 - coeff_determination: 0.9364 - val_loss: 1.4196 - val_coeff_determination: 0.6765
Epoch 228/500
763/763 [==============================] - 0s 66us/step - loss: 0.2788 - coeff_determination: 0.9365 - val_loss: 1.4202 - val_coeff_determination: 0.6764
Epoch 229/500
763/763 [==============================] - 0s 62us/step - loss: 0.2786 - coeff_determination: 0.9365 - val_loss: 1.4204 - val_coeff_determination: 0.6763
Epoch 230/500
763/763 [==============================] - 0s 68us/step - loss: 0.2783 - coeff_determination: 0.9366 - val_loss: 1.4206 - val_coeff_determination: 0.6763
Epoch 231/500
763/763 [==============================] - 0s 62us/step - loss: 0.2781 - coeff_determination: 0.9366 - val_loss: 1.4213 - val_coeff_determination: 0.6761
Epoch 232/500
763/763 [==============================] - 0s 71us/step - loss: 0.2778 - coeff_determination: 0.9367 - val_loss: 1.4223 - val_coeff_determination: 0.6759
Epoch 233/500
763/763 [==============================] - 0s 62us/step - loss: 0.2776 - coeff_determination: 0.9367 - val_loss: 1.4230 - val_coeff_determination: 0.6757
Epoch 234/500
763/763 [==============================] - 0s 69us/step - loss: 0.2773 - coeff_determination: 0.9368 - val_loss: 1.4233 - val_coeff_determination: 0.6757
Epoch 235/500
763/763 [==============================] - 0s 67us/step - loss: 0.2771 - coeff_determination: 0.9369 - val_loss: 1.4235 - val_coeff_determination: 0.6756
Epoch 236/500
763/763 [==============================] - 0s 68us/step - loss: 0.2769 - coeff_determination: 0.9369 - val_loss: 1.4242 - val_coeff_determination: 0.6754
Epoch 237/500
763/763 [==============================] - 0s 73us/step - loss: 0.2766 - coeff_determination: 0.9370 - val_loss: 1.4249 - val_coeff_determination: 0.6753
Epoch 238/500
763/763 [==============================] - 0s 76us/step - loss: 0.2764 - coeff_determination: 0.9370 - val_loss: 1.4252 - val_coeff_determination: 0.6752
Epoch 239/500
763/763 [==============================] - 0s 71us/step - loss: 0.2762 - coeff_determination: 0.9371 - val_loss: 1.4254 - val_coeff_determination: 0.6752
Epoch 240/500
763/763 [==============================] - 0s 69us/step - loss: 0.2760 - coeff_determination: 0.9371 - val_loss: 1.4259 - val_coeff_determination: 0.6751
Epoch 241/500
763/763 [==============================] - 0s 76us/step - loss: 0.2757 - coeff_determination: 0.9372 - val_loss: 1.4261 - val_coeff_determination: 0.6750
Epoch 242/500
763/763 [==============================] - 0s 66us/step - loss: 0.2755 - coeff_determination: 0.9372 - val_loss: 1.4265 - val_coeff_determination: 0.6749
Epoch 243/500
763/763 [==============================] - 0s 76us/step - loss: 0.2753 - coeff_determination: 0.9373 - val_loss: 1.4276 - val_coeff_determination: 0.6747
Epoch 244/500
763/763 [==============================] - 0s 69us/step - loss: 0.2750 - coeff_determination: 0.9373 - val_loss: 1.4280 - val_coeff_determination: 0.6746
Epoch 245/500
763/763 [==============================] - 0s 67us/step - loss: 0.2748 - coeff_determination: 0.9374 - val_loss: 1.4273 - val_coeff_determination: 0.6747
Epoch 246/500
763/763 [==============================] - 0s 63us/step - loss: 0.2746 - coeff_determination: 0.9374 - val_loss: 1.4269 - val_coeff_determination: 0.6748
Epoch 247/500
763/763 [==============================] - 0s 72us/step - loss: 0.2744 - coeff_determination: 0.9375 - val_loss: 1.4272 - val_coeff_determination: 0.6748
Epoch 248/500
763/763 [==============================] - 0s 71us/step - loss: 0.2742 - coeff_determination: 0.9375 - val_loss: 1.4278 - val_coeff_determination: 0.6746
Epoch 249/500
763/763 [==============================] - 0s 67us/step - loss: 0.2739 - coeff_determination: 0.9376 - val_loss: 1.4288 - val_coeff_determination: 0.6744
Epoch 250/500
763/763 [==============================] - 0s 72us/step - loss: 0.2737 - coeff_determination: 0.9376 - val_loss: 1.4293 - val_coeff_determination: 0.6743
Epoch 251/500
763/763 [==============================] - 0s 60us/step - loss: 0.2735 - coeff_determination: 0.9377 - val_loss: 1.4294 - val_coeff_determination: 0.6743
Epoch 252/500
763/763 [==============================] - 0s 59us/step - loss: 0.2734 - coeff_determination: 0.9377 - val_loss: 1.4298 - val_coeff_determination: 0.6742
Epoch 253/500
763/763 [==============================] - 0s 89us/step - loss: 0.2731 - coeff_determination: 0.9378 - val_loss: 1.4305 - val_coeff_determination: 0.6740
Epoch 254/500
763/763 [==============================] - 0s 59us/step - loss: 0.2729 - coeff_determination: 0.9378 - val_loss: 1.4309 - val_coeff_determination: 0.6739
Epoch 255/500
763/763 [==============================] - 0s 68us/step - loss: 0.2727 - coeff_determination: 0.9379 - val_loss: 1.4313 - val_coeff_determination: 0.6738
Epoch 256/500
763/763 [==============================] - 0s 60us/step - loss: 0.2725 - coeff_determination: 0.9379 - val_loss: 1.4322 - val_coeff_determination: 0.6736
Epoch 257/500
763/763 [==============================] - 0s 76us/step - loss: 0.2723 - coeff_determination: 0.9379 - val_loss: 1.4326 - val_coeff_determination: 0.6735
Epoch 258/500
763/763 [==============================] - 0s 73us/step - loss: 0.2721 - coeff_determination: 0.9380 - val_loss: 1.4325 - val_coeff_determination: 0.6736
Epoch 259/500
763/763 [==============================] - 0s 68us/step - loss: 0.2719 - coeff_determination: 0.9380 - val_loss: 1.4326 - val_coeff_determination: 0.6735
Epoch 260/500
763/763 [==============================] - 0s 79us/step - loss: 0.2718 - coeff_determination: 0.9381 - val_loss: 1.4339 - val_coeff_determination: 0.6732
Epoch 261/500
763/763 [==============================] - 0s 67us/step - loss: 0.2716 - coeff_determination: 0.9381 - val_loss: 1.4343 - val_coeff_determination: 0.6731
Epoch 262/500
763/763 [==============================] - 0s 79us/step - loss: 0.2714 - coeff_determination: 0.9382 - val_loss: 1.4345 - val_coeff_determination: 0.6731
Epoch 263/500
763/763 [==============================] - 0s 68us/step - loss: 0.2711 - coeff_determination: 0.9382 - val_loss: 1.4346 - val_coeff_determination: 0.6731
Epoch 264/500
763/763 [==============================] - 0s 68us/step - loss: 0.2709 - coeff_determination: 0.9383 - val_loss: 1.4348 - val_coeff_determination: 0.6730
Epoch 265/500
763/763 [==============================] - 0s 73us/step - loss: 0.2707 - coeff_determination: 0.9383 - val_loss: 1.4351 - val_coeff_determination: 0.6730
Epoch 266/500
763/763 [==============================] - 0s 75us/step - loss: 0.2705 - coeff_determination: 0.9383 - val_loss: 1.4353 - val_coeff_determination: 0.6729
Epoch 267/500
763/763 [==============================] - 0s 68us/step - loss: 0.2703 - coeff_determination: 0.9384 - val_loss: 1.4357 - val_coeff_determination: 0.6728
Epoch 268/500
763/763 [==============================] - 0s 75us/step - loss: 0.2702 - coeff_determination: 0.9384 - val_loss: 1.4371 - val_coeff_determination: 0.6725
Epoch 269/500
763/763 [==============================] - 0s 75us/step - loss: 0.2700 - coeff_determination: 0.9385 - val_loss: 1.4377 - val_coeff_determination: 0.6724
Epoch 270/500
763/763 [==============================] - 0s 76us/step - loss: 0.2698 - coeff_determination: 0.9385 - val_loss: 1.4372 - val_coeff_determination: 0.6725
Epoch 271/500
763/763 [==============================] - 0s 66us/step - loss: 0.2696 - coeff_determination: 0.9386 - val_loss: 1.4362 - val_coeff_determination: 0.6727
Epoch 272/500
763/763 [==============================] - 0s 70us/step - loss: 0.2694 - coeff_determination: 0.9386 - val_loss: 1.4363 - val_coeff_determination: 0.6727
Epoch 273/500
763/763 [==============================] - 0s 73us/step - loss: 0.2692 - coeff_determination: 0.9386 - val_loss: 1.4369 - val_coeff_determination: 0.6726
Epoch 274/500
763/763 [==============================] - 0s 64us/step - loss: 0.2690 - coeff_determination: 0.9387 - val_loss: 1.4374 - val_coeff_determination: 0.6724
Epoch 275/500
763/763 [==============================] - 0s 68us/step - loss: 0.2689 - coeff_determination: 0.9387 - val_loss: 1.4375 - val_coeff_determination: 0.6724
Epoch 276/500
763/763 [==============================] - 0s 75us/step - loss: 0.2687 - coeff_determination: 0.9388 - val_loss: 1.4371 - val_coeff_determination: 0.6725
Epoch 277/500
763/763 [==============================] - 0s 69us/step - loss: 0.2685 - coeff_determination: 0.9388 - val_loss: 1.4378 - val_coeff_determination: 0.6723
Epoch 278/500
763/763 [==============================] - 0s 67us/step - loss: 0.2683 - coeff_determination: 0.9389 - val_loss: 1.4387 - val_coeff_determination: 0.6721
Epoch 279/500
763/763 [==============================] - 0s 64us/step - loss: 0.2682 - coeff_determination: 0.9389 - val_loss: 1.4389 - val_coeff_determination: 0.6721
Epoch 280/500
763/763 [==============================] - 0s 66us/step - loss: 0.2680 - coeff_determination: 0.9389 - val_loss: 1.4381 - val_coeff_determination: 0.6723
Epoch 281/500
763/763 [==============================] - 0s 69us/step - loss: 0.2678 - coeff_determination: 0.9390 - val_loss: 1.4383 - val_coeff_determination: 0.6722
Epoch 282/500
763/763 [==============================] - 0s 72us/step - loss: 0.2676 - coeff_determination: 0.9390 - val_loss: 1.4383 - val_coeff_determination: 0.6722
Epoch 283/500
763/763 [==============================] - 0s 71us/step - loss: 0.2675 - coeff_determination: 0.9390 - val_loss: 1.4381 - val_coeff_determination: 0.6723
Epoch 284/500
763/763 [==============================] - 0s 76us/step - loss: 0.2673 - coeff_determination: 0.9391 - val_loss: 1.4389 - val_coeff_determination: 0.6721
Epoch 285/500
763/763 [==============================] - 0s 58us/step - loss: 0.2671 - coeff_determination: 0.9391 - val_loss: 1.4392 - val_coeff_determination: 0.6720
Epoch 286/500
763/763 [==============================] - 0s 89us/step - loss: 0.2670 - coeff_determination: 0.9392 - val_loss: 1.4389 - val_coeff_determination: 0.6721
Epoch 287/500
763/763 [==============================] - 0s 67us/step - loss: 0.2668 - coeff_determination: 0.9392 - val_loss: 1.4395 - val_coeff_determination: 0.6720
Epoch 288/500
763/763 [==============================] - 0s 69us/step - loss: 0.2666 - coeff_determination: 0.9392 - val_loss: 1.4401 - val_coeff_determination: 0.6718
Epoch 289/500
763/763 [==============================] - 0s 51us/step - loss: 0.2664 - coeff_determination: 0.9393 - val_loss: 1.4403 - val_coeff_determination: 0.6718
Epoch 290/500
763/763 [==============================] - 0s 66us/step - loss: 0.2663 - coeff_determination: 0.9393 - val_loss: 1.4404 - val_coeff_determination: 0.6718
Epoch 291/500
763/763 [==============================] - 0s 78us/step - loss: 0.2661 - coeff_determination: 0.9394 - val_loss: 1.4407 - val_coeff_determination: 0.6717
Epoch 292/500
763/763 [==============================] - 0s 72us/step - loss: 0.2659 - coeff_determination: 0.9394 - val_loss: 1.4405 - val_coeff_determination: 0.6717
Epoch 293/500
763/763 [==============================] - 0s 68us/step - loss: 0.2657 - coeff_determination: 0.9394 - val_loss: 1.4398 - val_coeff_determination: 0.6719
Epoch 294/500
763/763 [==============================] - 0s 72us/step - loss: 0.2656 - coeff_determination: 0.9395 - val_loss: 1.4407 - val_coeff_determination: 0.6717
Epoch 295/500
763/763 [==============================] - 0s 67us/step - loss: 0.2654 - coeff_determination: 0.9395 - val_loss: 1.4414 - val_coeff_determination: 0.6715
Epoch 296/500
763/763 [==============================] - 0s 71us/step - loss: 0.2653 - coeff_determination: 0.9396 - val_loss: 1.4412 - val_coeff_determination: 0.6716
Epoch 297/500
763/763 [==============================] - 0s 63us/step - loss: 0.2651 - coeff_determination: 0.9396 - val_loss: 1.4405 - val_coeff_determination: 0.6717
Epoch 298/500
763/763 [==============================] - 0s 59us/step - loss: 0.2649 - coeff_determination: 0.9396 - val_loss: 1.4406 - val_coeff_determination: 0.6717
Epoch 299/500
763/763 [==============================] - 0s 75us/step - loss: 0.2647 - coeff_determination: 0.9397 - val_loss: 1.4416 - val_coeff_determination: 0.6715
Epoch 300/500
763/763 [==============================] - 0s 76us/step - loss: 0.2646 - coeff_determination: 0.9397 - val_loss: 1.4421 - val_coeff_determination: 0.6714
Epoch 301/500
763/763 [==============================] - 0s 75us/step - loss: 0.2644 - coeff_determination: 0.9397 - val_loss: 1.4419 - val_coeff_determination: 0.6714
Epoch 302/500
763/763 [==============================] - 0s 71us/step - loss: 0.2642 - coeff_determination: 0.9398 - val_loss: 1.4412 - val_coeff_determination: 0.6716
Epoch 303/500
763/763 [==============================] - 0s 70us/step - loss: 0.2641 - coeff_determination: 0.9398 - val_loss: 1.4424 - val_coeff_determination: 0.6713
Epoch 304/500
763/763 [==============================] - 0s 63us/step - loss: 0.2639 - coeff_determination: 0.9399 - val_loss: 1.4426 - val_coeff_determination: 0.6713
Epoch 305/500
763/763 [==============================] - 0s 67us/step - loss: 0.2637 - coeff_determination: 0.9399 - val_loss: 1.4421 - val_coeff_determination: 0.6714
Epoch 306/500
763/763 [==============================] - 0s 68us/step - loss: 0.2636 - coeff_determination: 0.9399 - val_loss: 1.4422 - val_coeff_determination: 0.6713
Epoch 307/500
763/763 [==============================] - 0s 69us/step - loss: 0.2634 - coeff_determination: 0.9400 - val_loss: 1.4428 - val_coeff_determination: 0.6712
Epoch 308/500
763/763 [==============================] - 0s 66us/step - loss: 0.2633 - coeff_determination: 0.9400 - val_loss: 1.4429 - val_coeff_determination: 0.6712
Epoch 309/500
763/763 [==============================] - 0s 66us/step - loss: 0.2631 - coeff_determination: 0.9401 - val_loss: 1.4426 - val_coeff_determination: 0.6712
Epoch 310/500
763/763 [==============================] - 0s 68us/step - loss: 0.2629 - coeff_determination: 0.9401 - val_loss: 1.4431 - val_coeff_determination: 0.6711
Epoch 311/500
763/763 [==============================] - 0s 67us/step - loss: 0.2628 - coeff_determination: 0.9401 - val_loss: 1.4441 - val_coeff_determination: 0.6709
Epoch 312/500
763/763 [==============================] - 0s 60us/step - loss: 0.2626 - coeff_determination: 0.9402 - val_loss: 1.4446 - val_coeff_determination: 0.6708
Epoch 313/500
763/763 [==============================] - 0s 67us/step - loss: 0.2625 - coeff_determination: 0.9402 - val_loss: 1.4442 - val_coeff_determination: 0.6709
Epoch 314/500
763/763 [==============================] - 0s 71us/step - loss: 0.2623 - coeff_determination: 0.9402 - val_loss: 1.4443 - val_coeff_determination: 0.6709
Epoch 315/500
763/763 [==============================] - 0s 68us/step - loss: 0.2622 - coeff_determination: 0.9403 - val_loss: 1.4445 - val_coeff_determination: 0.6708
Epoch 316/500
763/763 [==============================] - 0s 71us/step - loss: 0.2620 - coeff_determination: 0.9403 - val_loss: 1.4447 - val_coeff_determination: 0.6708
Epoch 317/500
763/763 [==============================] - 0s 71us/step - loss: 0.2619 - coeff_determination: 0.9403 - val_loss: 1.4446 - val_coeff_determination: 0.6708
Epoch 318/500
763/763 [==============================] - 0s 73us/step - loss: 0.2617 - coeff_determination: 0.9404 - val_loss: 1.4449 - val_coeff_determination: 0.6707
Epoch 319/500
763/763 [==============================] - 0s 68us/step - loss: 0.2616 - coeff_determination: 0.9404 - val_loss: 1.4444 - val_coeff_determination: 0.6708
Epoch 320/500
763/763 [==============================] - 0s 68us/step - loss: 0.2614 - coeff_determination: 0.9404 - val_loss: 1.4444 - val_coeff_determination: 0.6709
Epoch 321/500
763/763 [==============================] - 0s 73us/step - loss: 0.2613 - coeff_determination: 0.9405 - val_loss: 1.4445 - val_coeff_determination: 0.6708
Epoch 322/500
763/763 [==============================] - 0s 66us/step - loss: 0.2611 - coeff_determination: 0.9405 - val_loss: 1.4444 - val_coeff_determination: 0.6708
Epoch 323/500
763/763 [==============================] - 0s 69us/step - loss: 0.2610 - coeff_determination: 0.9405 - val_loss: 1.4455 - val_coeff_determination: 0.6706
Epoch 324/500
763/763 [==============================] - 0s 72us/step - loss: 0.2608 - coeff_determination: 0.9406 - val_loss: 1.4459 - val_coeff_determination: 0.6705
Epoch 325/500
763/763 [==============================] - 0s 73us/step - loss: 0.2607 - coeff_determination: 0.9406 - val_loss: 1.4459 - val_coeff_determination: 0.6705
Epoch 326/500
763/763 [==============================] - 0s 67us/step - loss: 0.2606 - coeff_determination: 0.9406 - val_loss: 1.4462 - val_coeff_determination: 0.6704
Epoch 327/500
763/763 [==============================] - 0s 73us/step - loss: 0.2604 - coeff_determination: 0.9407 - val_loss: 1.4459 - val_coeff_determination: 0.6705
Epoch 328/500
763/763 [==============================] - 0s 67us/step - loss: 0.2603 - coeff_determination: 0.9407 - val_loss: 1.4456 - val_coeff_determination: 0.6706
Epoch 329/500
763/763 [==============================] - 0s 71us/step - loss: 0.2601 - coeff_determination: 0.9407 - val_loss: 1.4464 - val_coeff_determination: 0.6704
Epoch 330/500
763/763 [==============================] - 0s 76us/step - loss: 0.2600 - coeff_determination: 0.9408 - val_loss: 1.4476 - val_coeff_determination: 0.6701
Epoch 331/500
763/763 [==============================] - 0s 71us/step - loss: 0.2598 - coeff_determination: 0.9408 - val_loss: 1.4477 - val_coeff_determination: 0.6701
Epoch 332/500
763/763 [==============================] - 0s 71us/step - loss: 0.2597 - coeff_determination: 0.9408 - val_loss: 1.4468 - val_coeff_determination: 0.6703
Epoch 333/500
763/763 [==============================] - 0s 66us/step - loss: 0.2596 - coeff_determination: 0.9408 - val_loss: 1.4471 - val_coeff_determination: 0.6702
Epoch 334/500
763/763 [==============================] - 0s 76us/step - loss: 0.2594 - coeff_determination: 0.9409 - val_loss: 1.4476 - val_coeff_determination: 0.6701
Epoch 335/500
763/763 [==============================] - 0s 62us/step - loss: 0.2593 - coeff_determination: 0.9409 - val_loss: 1.4476 - val_coeff_determination: 0.6701
Epoch 336/500
763/763 [==============================] - 0s 82us/step - loss: 0.2592 - coeff_determination: 0.9409 - val_loss: 1.4471 - val_coeff_determination: 0.6702
Epoch 337/500
763/763 [==============================] - 0s 73us/step - loss: 0.2591 - coeff_determination: 0.9410 - val_loss: 1.4474 - val_coeff_determination: 0.6702
Epoch 338/500
763/763 [==============================] - 0s 68us/step - loss: 0.2589 - coeff_determination: 0.9410 - val_loss: 1.4479 - val_coeff_determination: 0.6700
Epoch 339/500
763/763 [==============================] - 0s 64us/step - loss: 0.2588 - coeff_determination: 0.9410 - val_loss: 1.4475 - val_coeff_determination: 0.6701
Epoch 340/500
763/763 [==============================] - 0s 68us/step - loss: 0.2586 - coeff_determination: 0.9411 - val_loss: 1.4477 - val_coeff_determination: 0.6701
Epoch 341/500
763/763 [==============================] - 0s 82us/step - loss: 0.2585 - coeff_determination: 0.9411 - val_loss: 1.4487 - val_coeff_determination: 0.6699
Epoch 342/500
763/763 [==============================] - 0s 73us/step - loss: 0.2584 - coeff_determination: 0.9411 - val_loss: 1.4496 - val_coeff_determination: 0.6697
Epoch 343/500
763/763 [==============================] - 0s 66us/step - loss: 0.2582 - coeff_determination: 0.9412 - val_loss: 1.4496 - val_coeff_determination: 0.6697
Epoch 344/500
763/763 [==============================] - 0s 69us/step - loss: 0.2581 - coeff_determination: 0.9412 - val_loss: 1.4486 - val_coeff_determination: 0.6699
Epoch 345/500
763/763 [==============================] - 0s 51us/step - loss: 0.2580 - coeff_determination: 0.9412 - val_loss: 1.4486 - val_coeff_determination: 0.6699
Epoch 346/500
763/763 [==============================] - 0s 80us/step - loss: 0.2578 - coeff_determination: 0.9412 - val_loss: 1.4495 - val_coeff_determination: 0.6697
Epoch 347/500
763/763 [==============================] - 0s 68us/step - loss: 0.2577 - coeff_determination: 0.9413 - val_loss: 1.4509 - val_coeff_determination: 0.6694
Epoch 348/500
763/763 [==============================] - 0s 73us/step - loss: 0.2576 - coeff_determination: 0.9413 - val_loss: 1.4512 - val_coeff_determination: 0.6693
Epoch 349/500
763/763 [==============================] - 0s 66us/step - loss: 0.2575 - coeff_determination: 0.9413 - val_loss: 1.4507 - val_coeff_determination: 0.6694
Epoch 350/500
763/763 [==============================] - 0s 67us/step - loss: 0.2574 - coeff_determination: 0.9413 - val_loss: 1.4503 - val_coeff_determination: 0.6695
Epoch 351/500
763/763 [==============================] - 0s 66us/step - loss: 0.2572 - coeff_determination: 0.9414 - val_loss: 1.4502 - val_coeff_determination: 0.6695
Epoch 352/500
763/763 [==============================] - 0s 67us/step - loss: 0.2571 - coeff_determination: 0.9414 - val_loss: 1.4501 - val_coeff_determination: 0.6695
Epoch 353/500
763/763 [==============================] - 0s 67us/step - loss: 0.2570 - coeff_determination: 0.9414 - val_loss: 1.4501 - val_coeff_determination: 0.6696
Epoch 354/500
763/763 [==============================] - 0s 55us/step - loss: 0.2569 - coeff_determination: 0.9415 - val_loss: 1.4501 - val_coeff_determination: 0.6696
Epoch 355/500
763/763 [==============================] - 0s 76us/step - loss: 0.2568 - coeff_determination: 0.9415 - val_loss: 1.4508 - val_coeff_determination: 0.6694
Epoch 356/500
763/763 [==============================] - 0s 67us/step - loss: 0.2566 - coeff_determination: 0.9415 - val_loss: 1.4514 - val_coeff_determination: 0.6693
Epoch 357/500
763/763 [==============================] - 0s 69us/step - loss: 0.2565 - coeff_determination: 0.9415 - val_loss: 1.4512 - val_coeff_determination: 0.6693
Epoch 358/500
763/763 [==============================] - 0s 66us/step - loss: 0.2564 - coeff_determination: 0.9416 - val_loss: 1.4512 - val_coeff_determination: 0.6693
Epoch 359/500
763/763 [==============================] - 0s 67us/step - loss: 0.2563 - coeff_determination: 0.9416 - val_loss: 1.4520 - val_coeff_determination: 0.6691
Epoch 360/500
763/763 [==============================] - 0s 67us/step - loss: 0.2561 - coeff_determination: 0.9416 - val_loss: 1.4524 - val_coeff_determination: 0.6690
Epoch 361/500
763/763 [==============================] - 0s 60us/step - loss: 0.2561 - coeff_determination: 0.9416 - val_loss: 1.4518 - val_coeff_determination: 0.6692
Epoch 362/500
763/763 [==============================] - 0s 66us/step - loss: 0.2559 - coeff_determination: 0.9417 - val_loss: 1.4514 - val_coeff_determination: 0.6693
Epoch 363/500
763/763 [==============================] - 0s 69us/step - loss: 0.2558 - coeff_determination: 0.9417 - val_loss: 1.4526 - val_coeff_determination: 0.6690
Epoch 364/500
763/763 [==============================] - 0s 63us/step - loss: 0.2557 - coeff_determination: 0.9417 - val_loss: 1.4526 - val_coeff_determination: 0.6690
Epoch 365/500
763/763 [==============================] - 0s 59us/step - loss: 0.2556 - coeff_determination: 0.9418 - val_loss: 1.4522 - val_coeff_determination: 0.6691
Epoch 366/500
763/763 [==============================] - 0s 66us/step - loss: 0.2555 - coeff_determination: 0.9418 - val_loss: 1.4527 - val_coeff_determination: 0.6690
Epoch 367/500
763/763 [==============================] - 0s 66us/step - loss: 0.2553 - coeff_determination: 0.9418 - val_loss: 1.4536 - val_coeff_determination: 0.6688
Epoch 368/500
763/763 [==============================] - 0s 68us/step - loss: 0.2552 - coeff_determination: 0.9418 - val_loss: 1.4537 - val_coeff_determination: 0.6687
Epoch 369/500
763/763 [==============================] - 0s 62us/step - loss: 0.2551 - coeff_determination: 0.9419 - val_loss: 1.4540 - val_coeff_determination: 0.6687
Epoch 370/500
763/763 [==============================] - 0s 62us/step - loss: 0.2550 - coeff_determination: 0.9419 - val_loss: 1.4549 - val_coeff_determination: 0.6684
Epoch 371/500
763/763 [==============================] - 0s 62us/step - loss: 0.2549 - coeff_determination: 0.9419 - val_loss: 1.4546 - val_coeff_determination: 0.6685
Epoch 372/500
763/763 [==============================] - 0s 76us/step - loss: 0.2548 - coeff_determination: 0.9419 - val_loss: 1.4536 - val_coeff_determination: 0.6688
Epoch 373/500
763/763 [==============================] - 0s 60us/step - loss: 0.2547 - coeff_determination: 0.9420 - val_loss: 1.4536 - val_coeff_determination: 0.6688
Epoch 374/500
763/763 [==============================] - 0s 67us/step - loss: 0.2546 - coeff_determination: 0.9420 - val_loss: 1.4556 - val_coeff_determination: 0.6683
Epoch 375/500
763/763 [==============================] - 0s 64us/step - loss: 0.2545 - coeff_determination: 0.9420 - val_loss: 1.4561 - val_coeff_determination: 0.6682
Epoch 376/500
763/763 [==============================] - 0s 64us/step - loss: 0.2544 - coeff_determination: 0.9420 - val_loss: 1.4552 - val_coeff_determination: 0.6684
Epoch 377/500
763/763 [==============================] - 0s 63us/step - loss: 0.2543 - coeff_determination: 0.9421 - val_loss: 1.4545 - val_coeff_determination: 0.6686
Epoch 378/500
763/763 [==============================] - 0s 62us/step - loss: 0.2542 - coeff_determination: 0.9421 - val_loss: 1.4555 - val_coeff_determination: 0.6683
Epoch 379/500
763/763 [==============================] - 0s 64us/step - loss: 0.2541 - coeff_determination: 0.9421 - val_loss: 1.4569 - val_coeff_determination: 0.6680
Epoch 380/500
763/763 [==============================] - 0s 75us/step - loss: 0.2540 - coeff_determination: 0.9421 - val_loss: 1.4566 - val_coeff_determination: 0.6681
Epoch 381/500
763/763 [==============================] - 0s 75us/step - loss: 0.2539 - coeff_determination: 0.9421 - val_loss: 1.4554 - val_coeff_determination: 0.6683
Epoch 382/500
763/763 [==============================] - 0s 81us/step - loss: 0.2538 - coeff_determination: 0.9422 - val_loss: 1.4557 - val_coeff_determination: 0.6683
Epoch 383/500
763/763 [==============================] - 0s 50us/step - loss: 0.2537 - coeff_determination: 0.9422 - val_loss: 1.4568 - val_coeff_determination: 0.6680
Epoch 384/500
763/763 [==============================] - 0s 69us/step - loss: 0.2536 - coeff_determination: 0.9422 - val_loss: 1.4561 - val_coeff_determination: 0.6682
Epoch 385/500
763/763 [==============================] - 0s 72us/step - loss: 0.2535 - coeff_determination: 0.9422 - val_loss: 1.4561 - val_coeff_determination: 0.6682
Epoch 386/500
763/763 [==============================] - 0s 75us/step - loss: 0.2534 - coeff_determination: 0.9423 - val_loss: 1.4572 - val_coeff_determination: 0.6679
Epoch 387/500
763/763 [==============================] - 0s 71us/step - loss: 0.2533 - coeff_determination: 0.9423 - val_loss: 1.4579 - val_coeff_determination: 0.6678
Epoch 388/500
763/763 [==============================] - 0s 68us/step - loss: 0.2532 - coeff_determination: 0.9423 - val_loss: 1.4580 - val_coeff_determination: 0.6677
Epoch 389/500
763/763 [==============================] - 0s 68us/step - loss: 0.2531 - coeff_determination: 0.9423 - val_loss: 1.4580 - val_coeff_determination: 0.6678
Epoch 390/500
763/763 [==============================] - 0s 67us/step - loss: 0.2530 - coeff_determination: 0.9423 - val_loss: 1.4589 - val_coeff_determination: 0.6675
Epoch 391/500
763/763 [==============================] - 0s 79us/step - loss: 0.2529 - coeff_determination: 0.9424 - val_loss: 1.4600 - val_coeff_determination: 0.6673
Epoch 392/500
763/763 [==============================] - 0s 80us/step - loss: 0.2528 - coeff_determination: 0.9424 - val_loss: 1.4602 - val_coeff_determination: 0.6672
Epoch 393/500
763/763 [==============================] - 0s 54us/step - loss: 0.2527 - coeff_determination: 0.9424 - val_loss: 1.4598 - val_coeff_determination: 0.6673
Epoch 394/500
763/763 [==============================] - 0s 83us/step - loss: 0.2526 - coeff_determination: 0.9424 - val_loss: 1.4596 - val_coeff_determination: 0.6674
Epoch 395/500
763/763 [==============================] - 0s 64us/step - loss: 0.2525 - coeff_determination: 0.9425 - val_loss: 1.4593 - val_coeff_determination: 0.6675
Epoch 396/500
763/763 [==============================] - 0s 71us/step - loss: 0.2524 - coeff_determination: 0.9425 - val_loss: 1.4594 - val_coeff_determination: 0.6674
Epoch 397/500
763/763 [==============================] - 0s 66us/step - loss: 0.2523 - coeff_determination: 0.9425 - val_loss: 1.4604 - val_coeff_determination: 0.6672
Epoch 398/500
763/763 [==============================] - 0s 72us/step - loss: 0.2523 - coeff_determination: 0.9425 - val_loss: 1.4605 - val_coeff_determination: 0.6672
Epoch 399/500
763/763 [==============================] - 0s 62us/step - loss: 0.2522 - coeff_determination: 0.9425 - val_loss: 1.4605 - val_coeff_determination: 0.6672
Epoch 400/500
763/763 [==============================] - 0s 64us/step - loss: 0.2521 - coeff_determination: 0.9426 - val_loss: 1.4606 - val_coeff_determination: 0.6672
Epoch 401/500
763/763 [==============================] - 0s 71us/step - loss: 0.2520 - coeff_determination: 0.9426 - val_loss: 1.4609 - val_coeff_determination: 0.6671
Epoch 402/500
763/763 [==============================] - 0s 64us/step - loss: 0.2519 - coeff_determination: 0.9426 - val_loss: 1.4618 - val_coeff_determination: 0.6669
Epoch 403/500
763/763 [==============================] - 0s 74us/step - loss: 0.2518 - coeff_determination: 0.9426 - val_loss: 1.4623 - val_coeff_determination: 0.6668
Epoch 404/500
763/763 [==============================] - 0s 71us/step - loss: 0.2517 - coeff_determination: 0.9426 - val_loss: 1.4621 - val_coeff_determination: 0.6668
Epoch 405/500
763/763 [==============================] - 0s 63us/step - loss: 0.2516 - coeff_determination: 0.9427 - val_loss: 1.4617 - val_coeff_determination: 0.6669
Epoch 406/500
763/763 [==============================] - 0s 71us/step - loss: 0.2515 - coeff_determination: 0.9427 - val_loss: 1.4617 - val_coeff_determination: 0.6669
Epoch 407/500
763/763 [==============================] - 0s 64us/step - loss: 0.2513 - coeff_determination: 0.9427 - val_loss: 1.4620 - val_coeff_determination: 0.6668
Epoch 408/500
763/763 [==============================] - 0s 63us/step - loss: 0.2512 - coeff_determination: 0.9427 - val_loss: 1.4622 - val_coeff_determination: 0.6668
Epoch 409/500
763/763 [==============================] - 0s 79us/step - loss: 0.2512 - coeff_determination: 0.9428 - val_loss: 1.4631 - val_coeff_determination: 0.6666
Epoch 410/500
763/763 [==============================] - 0s 68us/step - loss: 0.2511 - coeff_determination: 0.9428 - val_loss: 1.4639 - val_coeff_determination: 0.6664
Epoch 411/500
763/763 [==============================] - 0s 75us/step - loss: 0.2510 - coeff_determination: 0.9428 - val_loss: 1.4635 - val_coeff_determination: 0.6665
Epoch 412/500
763/763 [==============================] - 0s 62us/step - loss: 0.2508 - coeff_determination: 0.9428 - val_loss: 1.4635 - val_coeff_determination: 0.6665
Epoch 413/500
763/763 [==============================] - 0s 67us/step - loss: 0.2507 - coeff_determination: 0.9429 - val_loss: 1.4645 - val_coeff_determination: 0.6663
Epoch 414/500
763/763 [==============================] - 0s 64us/step - loss: 0.2506 - coeff_determination: 0.9429 - val_loss: 1.4653 - val_coeff_determination: 0.6661
Epoch 415/500
763/763 [==============================] - 0s 66us/step - loss: 0.2506 - coeff_determination: 0.9429 - val_loss: 1.4648 - val_coeff_determination: 0.6662
Epoch 416/500
763/763 [==============================] - 0s 69us/step - loss: 0.2505 - coeff_determination: 0.9429 - val_loss: 1.4632 - val_coeff_determination: 0.6666
Epoch 417/500
763/763 [==============================] - 0s 66us/step - loss: 0.2504 - coeff_determination: 0.9429 - val_loss: 1.4639 - val_coeff_determination: 0.6664
Epoch 418/500
763/763 [==============================] - 0s 67us/step - loss: 0.2502 - coeff_determination: 0.9430 - val_loss: 1.4644 - val_coeff_determination: 0.6663
Epoch 419/500
763/763 [==============================] - 0s 64us/step - loss: 0.2502 - coeff_determination: 0.9430 - val_loss: 1.4626 - val_coeff_determination: 0.6667
Epoch 420/500
763/763 [==============================] - 0s 69us/step - loss: 0.2500 - coeff_determination: 0.9430 - val_loss: 1.4623 - val_coeff_determination: 0.6668
Epoch 421/500
763/763 [==============================] - 0s 68us/step - loss: 0.2499 - coeff_determination: 0.9430 - val_loss: 1.4644 - val_coeff_determination: 0.6663
Epoch 422/500
763/763 [==============================] - 0s 68us/step - loss: 0.2498 - coeff_determination: 0.9431 - val_loss: 1.4646 - val_coeff_determination: 0.6662
Epoch 423/500
763/763 [==============================] - 0s 68us/step - loss: 0.2497 - coeff_determination: 0.9431 - val_loss: 1.4635 - val_coeff_determination: 0.6665
Epoch 424/500
763/763 [==============================] - 0s 73us/step - loss: 0.2496 - coeff_determination: 0.9431 - val_loss: 1.4639 - val_coeff_determination: 0.6664
Epoch 425/500
763/763 [==============================] - 0s 66us/step - loss: 0.2495 - coeff_determination: 0.9431 - val_loss: 1.4651 - val_coeff_determination: 0.6661
Epoch 426/500
763/763 [==============================] - 0s 71us/step - loss: 0.2494 - coeff_determination: 0.9432 - val_loss: 1.4640 - val_coeff_determination: 0.6664
Epoch 427/500
763/763 [==============================] - 0s 72us/step - loss: 0.2493 - coeff_determination: 0.9432 - val_loss: 1.4629 - val_coeff_determination: 0.6666
Epoch 428/500
763/763 [==============================] - 0s 63us/step - loss: 0.2492 - coeff_determination: 0.9432 - val_loss: 1.4641 - val_coeff_determination: 0.6664
Epoch 429/500
763/763 [==============================] - 0s 68us/step - loss: 0.2491 - coeff_determination: 0.9432 - val_loss: 1.4650 - val_coeff_determination: 0.6661
Epoch 430/500
763/763 [==============================] - 0s 73us/step - loss: 0.2490 - coeff_determination: 0.9433 - val_loss: 1.4641 - val_coeff_determination: 0.6664
Epoch 431/500
763/763 [==============================] - 0s 71us/step - loss: 0.2489 - coeff_determination: 0.9433 - val_loss: 1.4645 - val_coeff_determination: 0.6663
Epoch 432/500
763/763 [==============================] - 0s 66us/step - loss: 0.2488 - coeff_determination: 0.9433 - val_loss: 1.4654 - val_coeff_determination: 0.6661
Epoch 433/500
763/763 [==============================] - 0s 72us/step - loss: 0.2487 - coeff_determination: 0.9433 - val_loss: 1.4657 - val_coeff_determination: 0.6660
Epoch 434/500
763/763 [==============================] - 0s 46us/step - loss: 0.2486 - coeff_determination: 0.9433 - val_loss: 1.4655 - val_coeff_determination: 0.6660
Epoch 435/500
763/763 [==============================] - 0s 66us/step - loss: 0.2485 - coeff_determination: 0.9434 - val_loss: 1.4664 - val_coeff_determination: 0.6658
Epoch 436/500
763/763 [==============================] - 0s 71us/step - loss: 0.2484 - coeff_determination: 0.9434 - val_loss: 1.4677 - val_coeff_determination: 0.6655
Epoch 437/500
763/763 [==============================] - 0s 54us/step - loss: 0.2483 - coeff_determination: 0.9434 - val_loss: 1.4687 - val_coeff_determination: 0.6653
Epoch 438/500
763/763 [==============================] - 0s 89us/step - loss: 0.2482 - coeff_determination: 0.9434 - val_loss: 1.4688 - val_coeff_determination: 0.6653
Epoch 439/500
763/763 [==============================] - 0s 68us/step - loss: 0.2481 - coeff_determination: 0.9435 - val_loss: 1.4689 - val_coeff_determination: 0.6653
Epoch 440/500
763/763 [==============================] - 0s 64us/step - loss: 0.2480 - coeff_determination: 0.9435 - val_loss: 1.4689 - val_coeff_determination: 0.6653
Epoch 441/500
763/763 [==============================] - 0s 68us/step - loss: 0.2479 - coeff_determination: 0.9435 - val_loss: 1.4693 - val_coeff_determination: 0.6652
Epoch 442/500
763/763 [==============================] - 0s 66us/step - loss: 0.2479 - coeff_determination: 0.9435 - val_loss: 1.4692 - val_coeff_determination: 0.6652
Epoch 443/500
763/763 [==============================] - 0s 69us/step - loss: 0.2478 - coeff_determination: 0.9435 - val_loss: 1.4697 - val_coeff_determination: 0.6651
Epoch 444/500
763/763 [==============================] - 0s 69us/step - loss: 0.2477 - coeff_determination: 0.9435 - val_loss: 1.4701 - val_coeff_determination: 0.6650
Epoch 445/500
763/763 [==============================] - 0s 52us/step - loss: 0.2476 - coeff_determination: 0.9436 - val_loss: 1.4696 - val_coeff_determination: 0.6651
Epoch 446/500
763/763 [==============================] - 0s 78us/step - loss: 0.2475 - coeff_determination: 0.9436 - val_loss: 1.4702 - val_coeff_determination: 0.6650
Epoch 447/500
763/763 [==============================] - 0s 50us/step - loss: 0.2474 - coeff_determination: 0.9436 - val_loss: 1.4711 - val_coeff_determination: 0.6648
Epoch 448/500
763/763 [==============================] - 0s 80us/step - loss: 0.2473 - coeff_determination: 0.9436 - val_loss: 1.4709 - val_coeff_determination: 0.6648
Epoch 449/500
763/763 [==============================] - 0s 66us/step - loss: 0.2472 - coeff_determination: 0.9437 - val_loss: 1.4716 - val_coeff_determination: 0.6646
Epoch 450/500
763/763 [==============================] - 0s 66us/step - loss: 0.2471 - coeff_determination: 0.9437 - val_loss: 1.4732 - val_coeff_determination: 0.6643
Epoch 451/500
763/763 [==============================] - 0s 72us/step - loss: 0.2471 - coeff_determination: 0.9437 - val_loss: 1.4737 - val_coeff_determination: 0.6642
Epoch 452/500
763/763 [==============================] - 0s 59us/step - loss: 0.2470 - coeff_determination: 0.9437 - val_loss: 1.4729 - val_coeff_determination: 0.6644
Epoch 453/500
763/763 [==============================] - 0s 66us/step - loss: 0.2469 - coeff_determination: 0.9437 - val_loss: 1.4730 - val_coeff_determination: 0.6643
Epoch 454/500
763/763 [==============================] - 0s 68us/step - loss: 0.2468 - coeff_determination: 0.9438 - val_loss: 1.4741 - val_coeff_determination: 0.6641
Epoch 455/500
763/763 [==============================] - 0s 72us/step - loss: 0.2467 - coeff_determination: 0.9438 - val_loss: 1.4742 - val_coeff_determination: 0.6641
Epoch 456/500
763/763 [==============================] - 0s 67us/step - loss: 0.2466 - coeff_determination: 0.9438 - val_loss: 1.4736 - val_coeff_determination: 0.6642
Epoch 457/500
763/763 [==============================] - 0s 73us/step - loss: 0.2466 - coeff_determination: 0.9438 - val_loss: 1.4741 - val_coeff_determination: 0.6641
Epoch 458/500
763/763 [==============================] - 0s 77us/step - loss: 0.2465 - coeff_determination: 0.9438 - val_loss: 1.4753 - val_coeff_determination: 0.6638
Epoch 459/500
763/763 [==============================] - 0s 68us/step - loss: 0.2464 - coeff_determination: 0.9438 - val_loss: 1.4754 - val_coeff_determination: 0.6638
Epoch 460/500
763/763 [==============================] - 0s 80us/step - loss: 0.2463 - coeff_determination: 0.9439 - val_loss: 1.4754 - val_coeff_determination: 0.6638
Epoch 461/500
763/763 [==============================] - 0s 72us/step - loss: 0.2463 - coeff_determination: 0.9439 - val_loss: 1.4763 - val_coeff_determination: 0.6636
Epoch 462/500
763/763 [==============================] - 0s 63us/step - loss: 0.2462 - coeff_determination: 0.9439 - val_loss: 1.4772 - val_coeff_determination: 0.6634
Epoch 463/500
763/763 [==============================] - 0s 72us/step - loss: 0.2461 - coeff_determination: 0.9439 - val_loss: 1.4777 - val_coeff_determination: 0.6632
Epoch 464/500
763/763 [==============================] - 0s 75us/step - loss: 0.2460 - coeff_determination: 0.9439 - val_loss: 1.4783 - val_coeff_determination: 0.6631
Epoch 465/500
763/763 [==============================] - 0s 73us/step - loss: 0.2459 - coeff_determination: 0.9440 - val_loss: 1.4788 - val_coeff_determination: 0.6630
Epoch 466/500
763/763 [==============================] - 0s 72us/step - loss: 0.2459 - coeff_determination: 0.9440 - val_loss: 1.4786 - val_coeff_determination: 0.6631
Epoch 467/500
763/763 [==============================] - 0s 69us/step - loss: 0.2458 - coeff_determination: 0.9440 - val_loss: 1.4784 - val_coeff_determination: 0.6631
Epoch 468/500
763/763 [==============================] - 0s 67us/step - loss: 0.2458 - coeff_determination: 0.9440 - val_loss: 1.4792 - val_coeff_determination: 0.6629
Epoch 469/500
763/763 [==============================] - 0s 71us/step - loss: 0.2457 - coeff_determination: 0.9440 - val_loss: 1.4797 - val_coeff_determination: 0.6628
Epoch 470/500
763/763 [==============================] - 0s 64us/step - loss: 0.2456 - coeff_determination: 0.9440 - val_loss: 1.4798 - val_coeff_determination: 0.6628
Epoch 471/500
763/763 [==============================] - 0s 68us/step - loss: 0.2455 - coeff_determination: 0.9440 - val_loss: 1.4798 - val_coeff_determination: 0.6628
Epoch 472/500
763/763 [==============================] - 0s 69us/step - loss: 0.2455 - coeff_determination: 0.9441 - val_loss: 1.4813 - val_coeff_determination: 0.6624
Epoch 473/500
763/763 [==============================] - 0s 64us/step - loss: 0.2454 - coeff_determination: 0.9441 - val_loss: 1.4819 - val_coeff_determination: 0.6623
Epoch 474/500
763/763 [==============================] - 0s 68us/step - loss: 0.2453 - coeff_determination: 0.9441 - val_loss: 1.4807 - val_coeff_determination: 0.6626
Epoch 475/500
763/763 [==============================] - 0s 62us/step - loss: 0.2452 - coeff_determination: 0.9441 - val_loss: 1.4805 - val_coeff_determination: 0.6626
Epoch 476/500
763/763 [==============================] - 0s 75us/step - loss: 0.2452 - coeff_determination: 0.9441 - val_loss: 1.4813 - val_coeff_determination: 0.6624
Epoch 477/500
763/763 [==============================] - 0s 66us/step - loss: 0.2451 - coeff_determination: 0.9441 - val_loss: 1.4819 - val_coeff_determination: 0.6623
Epoch 478/500
763/763 [==============================] - 0s 68us/step - loss: 0.2450 - coeff_determination: 0.9442 - val_loss: 1.4828 - val_coeff_determination: 0.6621
Epoch 479/500
763/763 [==============================] - 0s 72us/step - loss: 0.2450 - coeff_determination: 0.9442 - val_loss: 1.4837 - val_coeff_determination: 0.6619
Epoch 480/500
763/763 [==============================] - 0s 73us/step - loss: 0.2449 - coeff_determination: 0.9442 - val_loss: 1.4851 - val_coeff_determination: 0.6616
Epoch 481/500
763/763 [==============================] - 0s 73us/step - loss: 0.2449 - coeff_determination: 0.9442 - val_loss: 1.4844 - val_coeff_determination: 0.6617
Epoch 482/500
763/763 [==============================] - 0s 67us/step - loss: 0.2448 - coeff_determination: 0.9442 - val_loss: 1.4844 - val_coeff_determination: 0.6617
Epoch 483/500
763/763 [==============================] - 0s 58us/step - loss: 0.2447 - coeff_determination: 0.9442 - val_loss: 1.4867 - val_coeff_determination: 0.6612
Epoch 484/500
763/763 [==============================] - 0s 72us/step - loss: 0.2447 - coeff_determination: 0.9442 - val_loss: 1.4863 - val_coeff_determination: 0.6613
Epoch 485/500
763/763 [==============================] - 0s 56us/step - loss: 0.2446 - coeff_determination: 0.9443 - val_loss: 1.4839 - val_coeff_determination: 0.6618
Epoch 486/500
763/763 [==============================] - 0s 67us/step - loss: 0.2445 - coeff_determination: 0.9443 - val_loss: 1.4841 - val_coeff_determination: 0.6618
Epoch 487/500
763/763 [==============================] - 0s 63us/step - loss: 0.2445 - coeff_determination: 0.9443 - val_loss: 1.4865 - val_coeff_determination: 0.6613
Epoch 488/500
763/763 [==============================] - 0s 71us/step - loss: 0.2444 - coeff_determination: 0.9443 - val_loss: 1.4864 - val_coeff_determination: 0.6613
Epoch 489/500
763/763 [==============================] - 0s 66us/step - loss: 0.2444 - coeff_determination: 0.9443 - val_loss: 1.4862 - val_coeff_determination: 0.6613
Epoch 490/500
763/763 [==============================] - 0s 66us/step - loss: 0.2443 - coeff_determination: 0.9443 - val_loss: 1.4882 - val_coeff_determination: 0.6609
Epoch 491/500
763/763 [==============================] - 0s 69us/step - loss: 0.2442 - coeff_determination: 0.9443 - val_loss: 1.4894 - val_coeff_determination: 0.6606
Epoch 492/500
763/763 [==============================] - 0s 63us/step - loss: 0.2442 - coeff_determination: 0.9444 - val_loss: 1.4877 - val_coeff_determination: 0.6610
Epoch 493/500
763/763 [==============================] - 0s 66us/step - loss: 0.2441 - coeff_determination: 0.9444 - val_loss: 1.4881 - val_coeff_determination: 0.6609
Epoch 494/500
763/763 [==============================] - 0s 69us/step - loss: 0.2440 - coeff_determination: 0.9444 - val_loss: 1.4893 - val_coeff_determination: 0.6606
Epoch 495/500
763/763 [==============================] - 0s 66us/step - loss: 0.2439 - coeff_determination: 0.9444 - val_loss: 1.4897 - val_coeff_determination: 0.6605
Epoch 496/500
763/763 [==============================] - 0s 77us/step - loss: 0.2439 - coeff_determination: 0.9444 - val_loss: 1.4897 - val_coeff_determination: 0.6605
Epoch 497/500
763/763 [==============================] - 0s 79us/step - loss: 0.2439 - coeff_determination: 0.9444 - val_loss: 1.4900 - val_coeff_determination: 0.6605
Epoch 498/500
763/763 [==============================] - 0s 71us/step - loss: 0.2438 - coeff_determination: 0.9444 - val_loss: 1.4914 - val_coeff_determination: 0.6601
Epoch 499/500
763/763 [==============================] - 0s 68us/step - loss: 0.2438 - coeff_determination: 0.9444 - val_loss: 1.4910 - val_coeff_determination: 0.6602
Epoch 500/500
763/763 [==============================] - 0s 71us/step - loss: 0.2438 - coeff_determination: 0.9444 - val_loss: 1.4913 - val_coeff_determination: 0.6602
Train on 763 samples, validate on 381 samples
Epoch 1/500
763/763 [==============================] - 1s 669us/step - loss: 13.4888 - coeff_determination: -2.1028 - val_loss: 8.6907 - val_coeff_determination: -0.9431
Epoch 2/500
763/763 [==============================] - 0s 67us/step - loss: 9.0842 - coeff_determination: -1.0896 - val_loss: 6.4530 - val_coeff_determination: -0.4428
Epoch 3/500
763/763 [==============================] - 0s 66us/step - loss: 6.8796 - coeff_determination: -0.5825 - val_loss: 5.7998 - val_coeff_determination: -0.2968
Epoch 4/500
763/763 [==============================] - 0s 88us/step - loss: 6.2163 - coeff_determination: -0.4299 - val_loss: 5.8495 - val_coeff_determination: -0.3079
Epoch 5/500
763/763 [==============================] - 0s 85us/step - loss: 6.1689 - coeff_determination: -0.4190 - val_loss: 5.2448 - val_coeff_determination: -0.1727
Epoch 6/500
763/763 [==============================] - 0s 71us/step - loss: 5.4584 - coeff_determination: -0.2556 - val_loss: 4.2016 - val_coeff_determination: 0.0606
Epoch 7/500
763/763 [==============================] - 0s 64us/step - loss: 4.3671 - coeff_determination: -0.0046 - val_loss: 3.3243 - val_coeff_determination: 0.2567
Epoch 8/500
763/763 [==============================] - 0s 77us/step - loss: 3.4866 - coeff_determination: 0.1980 - val_loss: 2.8264 - val_coeff_determination: 0.3681
Epoch 9/500
763/763 [==============================] - 0s 64us/step - loss: 3.0149 - coeff_determination: 0.3065 - val_loss: 2.6292 - val_coeff_determination: 0.4122
Epoch 10/500
763/763 [==============================] - 0s 72us/step - loss: 2.8437 - coeff_determination: 0.3459 - val_loss: 2.5608 - val_coeff_determination: 0.4274
Epoch 11/500
763/763 [==============================] - 0s 72us/step - loss: 2.7832 - coeff_determination: 0.3598 - val_loss: 2.5058 - val_coeff_determination: 0.4397
Epoch 12/500
763/763 [==============================] - 0s 71us/step - loss: 2.7147 - coeff_determination: 0.3755 - val_loss: 2.4410 - val_coeff_determination: 0.4542
Epoch 13/500
763/763 [==============================] - 0s 77us/step - loss: 2.6224 - coeff_determination: 0.3968 - val_loss: 2.3822 - val_coeff_determination: 0.4674
Epoch 14/500
763/763 [==============================] - 0s 75us/step - loss: 2.5278 - coeff_determination: 0.4185 - val_loss: 2.3370 - val_coeff_determination: 0.4775
Epoch 15/500
763/763 [==============================] - 0s 71us/step - loss: 2.4398 - coeff_determination: 0.4388 - val_loss: 2.2864 - val_coeff_determination: 0.4888
Epoch 16/500
763/763 [==============================] - 0s 76us/step - loss: 2.3430 - coeff_determination: 0.4610 - val_loss: 2.2134 - val_coeff_determination: 0.5051
Epoch 17/500
763/763 [==============================] - 0s 72us/step - loss: 2.2260 - coeff_determination: 0.4879 - val_loss: 2.1154 - val_coeff_determination: 0.5270
Epoch 18/500
763/763 [==============================] - 0s 79us/step - loss: 2.1019 - coeff_determination: 0.5165 - val_loss: 2.0181 - val_coeff_determination: 0.5488
Epoch 19/500
763/763 [==============================] - 0s 79us/step - loss: 1.9884 - coeff_determination: 0.5426 - val_loss: 1.9308 - val_coeff_determination: 0.5683
Epoch 20/500
763/763 [==============================] - 0s 72us/step - loss: 1.8900 - coeff_determination: 0.5653 - val_loss: 1.8532 - val_coeff_determination: 0.5857
Epoch 21/500
763/763 [==============================] - 0s 71us/step - loss: 1.8111 - coeff_determination: 0.5834 - val_loss: 1.7957 - val_coeff_determination: 0.5985
Epoch 22/500
763/763 [==============================] - 0s 75us/step - loss: 1.7509 - coeff_determination: 0.5972 - val_loss: 1.7562 - val_coeff_determination: 0.6073
Epoch 23/500
763/763 [==============================] - 0s 75us/step - loss: 1.7083 - coeff_determination: 0.6070 - val_loss: 1.7340 - val_coeff_determination: 0.6123
Epoch 24/500
763/763 [==============================] - 0s 75us/step - loss: 1.6787 - coeff_determination: 0.6138 - val_loss: 1.7241 - val_coeff_determination: 0.6145
Epoch 25/500
763/763 [==============================] - 0s 72us/step - loss: 1.6569 - coeff_determination: 0.6189 - val_loss: 1.7191 - val_coeff_determination: 0.6156
Epoch 26/500
763/763 [==============================] - 0s 73us/step - loss: 1.6355 - coeff_determination: 0.6238 - val_loss: 1.7104 - val_coeff_determination: 0.6176
Epoch 27/500
763/763 [==============================] - 0s 73us/step - loss: 1.6075 - coeff_determination: 0.6302 - val_loss: 1.6929 - val_coeff_determination: 0.6215
Epoch 28/500
763/763 [==============================] - 0s 71us/step - loss: 1.5703 - coeff_determination: 0.6388 - val_loss: 1.6662 - val_coeff_determination: 0.6275
Epoch 29/500
763/763 [==============================] - 0s 75us/step - loss: 1.5260 - coeff_determination: 0.6490 - val_loss: 1.6370 - val_coeff_determination: 0.6340
Epoch 30/500
763/763 [==============================] - 0s 73us/step - loss: 1.4799 - coeff_determination: 0.6596 - val_loss: 1.6107 - val_coeff_determination: 0.6399
Epoch 31/500
763/763 [==============================] - 0s 68us/step - loss: 1.4370 - coeff_determination: 0.6695 - val_loss: 1.5938 - val_coeff_determination: 0.6437
Epoch 32/500
763/763 [==============================] - 0s 75us/step - loss: 1.4037 - coeff_determination: 0.6771 - val_loss: 1.5856 - val_coeff_determination: 0.6455
Epoch 33/500
763/763 [==============================] - 0s 68us/step - loss: 1.3795 - coeff_determination: 0.6827 - val_loss: 1.5807 - val_coeff_determination: 0.6466
Epoch 34/500
763/763 [==============================] - 0s 77us/step - loss: 1.3607 - coeff_determination: 0.6870 - val_loss: 1.5740 - val_coeff_determination: 0.6481
Epoch 35/500
763/763 [==============================] - 0s 52us/step - loss: 1.3417 - coeff_determination: 0.6914 - val_loss: 1.5643 - val_coeff_determination: 0.6503
Epoch 36/500
763/763 [==============================] - 0s 78us/step - loss: 1.3174 - coeff_determination: 0.6970 - val_loss: 1.5515 - val_coeff_determination: 0.6531
Epoch 37/500
763/763 [==============================] - 0s 51us/step - loss: 1.2893 - coeff_determination: 0.7034 - val_loss: 1.5383 - val_coeff_determination: 0.6561
Epoch 38/500
763/763 [==============================] - 0s 85us/step - loss: 1.2612 - coeff_determination: 0.7099 - val_loss: 1.5272 - val_coeff_determination: 0.6585
Epoch 39/500
763/763 [==============================] - 0s 75us/step - loss: 1.2366 - coeff_determination: 0.7156 - val_loss: 1.5179 - val_coeff_determination: 0.6606
Epoch 40/500
763/763 [==============================] - 0s 68us/step - loss: 1.2144 - coeff_determination: 0.7206 - val_loss: 1.5096 - val_coeff_determination: 0.6625
Epoch 41/500
763/763 [==============================] - 0s 51us/step - loss: 1.1938 - coeff_determination: 0.7254 - val_loss: 1.5012 - val_coeff_determination: 0.6644
Epoch 42/500
763/763 [==============================] - 0s 45us/step - loss: 1.1727 - coeff_determination: 0.7302 - val_loss: 1.4923 - val_coeff_determination: 0.6663
Epoch 43/500
763/763 [==============================] - 0s 76us/step - loss: 1.1510 - coeff_determination: 0.7352 - val_loss: 1.4836 - val_coeff_determination: 0.6683
Epoch 44/500
763/763 [==============================] - 0s 64us/step - loss: 1.1299 - coeff_determination: 0.7401 - val_loss: 1.4758 - val_coeff_determination: 0.6700
Epoch 45/500
763/763 [==============================] - 0s 64us/step - loss: 1.1111 - coeff_determination: 0.7444 - val_loss: 1.4695 - val_coeff_determination: 0.6714
Epoch 46/500
763/763 [==============================] - 0s 60us/step - loss: 1.0943 - coeff_determination: 0.7483 - val_loss: 1.4636 - val_coeff_determination: 0.6728
Epoch 47/500
763/763 [==============================] - 0s 66us/step - loss: 1.0787 - coeff_determination: 0.7519 - val_loss: 1.4563 - val_coeff_determination: 0.6744
Epoch 48/500
763/763 [==============================] - 0s 66us/step - loss: 1.0630 - coeff_determination: 0.7555 - val_loss: 1.4477 - val_coeff_determination: 0.6763
Epoch 49/500
763/763 [==============================] - 0s 63us/step - loss: 1.0465 - coeff_determination: 0.7593 - val_loss: 1.4385 - val_coeff_determination: 0.6784
Epoch 50/500
763/763 [==============================] - 0s 64us/step - loss: 1.0295 - coeff_determination: 0.7632 - val_loss: 1.4300 - val_coeff_determination: 0.6803
Epoch 51/500
763/763 [==============================] - 0s 76us/step - loss: 1.0133 - coeff_determination: 0.7669 - val_loss: 1.4228 - val_coeff_determination: 0.6819
Epoch 52/500
763/763 [==============================] - 0s 66us/step - loss: 0.9983 - coeff_determination: 0.7704 - val_loss: 1.4174 - val_coeff_determination: 0.6831
Epoch 53/500
763/763 [==============================] - 0s 88us/step - loss: 0.9844 - coeff_determination: 0.7736 - val_loss: 1.4129 - val_coeff_determination: 0.6841
Epoch 54/500
763/763 [==============================] - 0s 72us/step - loss: 0.9702 - coeff_determination: 0.7768 - val_loss: 1.4084 - val_coeff_determination: 0.6851
Epoch 55/500
763/763 [==============================] - 0s 72us/step - loss: 0.9555 - coeff_determination: 0.7802 - val_loss: 1.4036 - val_coeff_determination: 0.6862
Epoch 56/500
763/763 [==============================] - 0s 63us/step - loss: 0.9402 - coeff_determination: 0.7837 - val_loss: 1.3992 - val_coeff_determination: 0.6872
Epoch 57/500
763/763 [==============================] - 0s 81us/step - loss: 0.9249 - coeff_determination: 0.7872 - val_loss: 1.3954 - val_coeff_determination: 0.6880
Epoch 58/500
763/763 [==============================] - 0s 66us/step - loss: 0.9105 - coeff_determination: 0.7906 - val_loss: 1.3922 - val_coeff_determination: 0.6887
Epoch 59/500
763/763 [==============================] - 0s 68us/step - loss: 0.8972 - coeff_determination: 0.7936 - val_loss: 1.3890 - val_coeff_determination: 0.6894
Epoch 60/500
763/763 [==============================] - 0s 64us/step - loss: 0.8845 - coeff_determination: 0.7965 - val_loss: 1.3854 - val_coeff_determination: 0.6902
Epoch 61/500
763/763 [==============================] - 0s 68us/step - loss: 0.8722 - coeff_determination: 0.7994 - val_loss: 1.3809 - val_coeff_determination: 0.6913
Epoch 62/500
763/763 [==============================] - 0s 73us/step - loss: 0.8599 - coeff_determination: 0.8022 - val_loss: 1.3757 - val_coeff_determination: 0.6924
Epoch 63/500
763/763 [==============================] - 0s 69us/step - loss: 0.8477 - coeff_determination: 0.8050 - val_loss: 1.3703 - val_coeff_determination: 0.6936
Epoch 64/500
763/763 [==============================] - 0s 71us/step - loss: 0.8358 - coeff_determination: 0.8078 - val_loss: 1.3641 - val_coeff_determination: 0.6950
Epoch 65/500
763/763 [==============================] - 0s 77us/step - loss: 0.8239 - coeff_determination: 0.8105 - val_loss: 1.3584 - val_coeff_determination: 0.6963
Epoch 66/500
763/763 [==============================] - 0s 69us/step - loss: 0.8121 - coeff_determination: 0.8132 - val_loss: 1.3536 - val_coeff_determination: 0.6973
Epoch 67/500
763/763 [==============================] - 0s 73us/step - loss: 0.8006 - coeff_determination: 0.8158 - val_loss: 1.3505 - val_coeff_determination: 0.6980
Epoch 68/500
763/763 [==============================] - 0s 75us/step - loss: 0.7893 - coeff_determination: 0.8184 - val_loss: 1.3491 - val_coeff_determination: 0.6984
Epoch 69/500
763/763 [==============================] - 0s 73us/step - loss: 0.7788 - coeff_determination: 0.8209 - val_loss: 1.3483 - val_coeff_determination: 0.6985
Epoch 70/500
763/763 [==============================] - 0s 71us/step - loss: 0.7690 - coeff_determination: 0.8231 - val_loss: 1.3471 - val_coeff_determination: 0.6988
Epoch 71/500
763/763 [==============================] - 0s 66us/step - loss: 0.7595 - coeff_determination: 0.8253 - val_loss: 1.3448 - val_coeff_determination: 0.6993
Epoch 72/500
763/763 [==============================] - 0s 69us/step - loss: 0.7499 - coeff_determination: 0.8275 - val_loss: 1.3412 - val_coeff_determination: 0.7001
Epoch 73/500
763/763 [==============================] - 0s 68us/step - loss: 0.7401 - coeff_determination: 0.8298 - val_loss: 1.3370 - val_coeff_determination: 0.7011
Epoch 74/500
763/763 [==============================] - 0s 69us/step - loss: 0.7305 - coeff_determination: 0.8320 - val_loss: 1.3336 - val_coeff_determination: 0.7018
Epoch 75/500
763/763 [==============================] - 0s 66us/step - loss: 0.7213 - coeff_determination: 0.8341 - val_loss: 1.3315 - val_coeff_determination: 0.7023
Epoch 76/500
763/763 [==============================] - 0s 73us/step - loss: 0.7123 - coeff_determination: 0.8361 - val_loss: 1.3307 - val_coeff_determination: 0.7025
Epoch 77/500
763/763 [==============================] - 0s 62us/step - loss: 0.7036 - coeff_determination: 0.8381 - val_loss: 1.3308 - val_coeff_determination: 0.7025
Epoch 78/500
763/763 [==============================] - 0s 66us/step - loss: 0.6952 - coeff_determination: 0.8401 - val_loss: 1.3315 - val_coeff_determination: 0.7023
Epoch 79/500
763/763 [==============================] - 0s 73us/step - loss: 0.6870 - coeff_determination: 0.8420 - val_loss: 1.3324 - val_coeff_determination: 0.7021
Epoch 80/500
763/763 [==============================] - 0s 71us/step - loss: 0.6790 - coeff_determination: 0.8438 - val_loss: 1.3325 - val_coeff_determination: 0.7021
Epoch 81/500
763/763 [==============================] - 0s 60us/step - loss: 0.6712 - coeff_determination: 0.8456 - val_loss: 1.3318 - val_coeff_determination: 0.7022
Epoch 82/500
763/763 [==============================] - 0s 75us/step - loss: 0.6636 - coeff_determination: 0.8474 - val_loss: 1.3304 - val_coeff_determination: 0.7025
Epoch 83/500
763/763 [==============================] - 0s 66us/step - loss: 0.6559 - coeff_determination: 0.8491 - val_loss: 1.3289 - val_coeff_determination: 0.7029
Epoch 84/500
763/763 [==============================] - 0s 72us/step - loss: 0.6485 - coeff_determination: 0.8508 - val_loss: 1.3277 - val_coeff_determination: 0.7031
Epoch 85/500
763/763 [==============================] - 0s 66us/step - loss: 0.6416 - coeff_determination: 0.8524 - val_loss: 1.3267 - val_coeff_determination: 0.7034
Epoch 86/500
763/763 [==============================] - 0s 68us/step - loss: 0.6346 - coeff_determination: 0.8540 - val_loss: 1.3266 - val_coeff_determination: 0.7034
Epoch 87/500
763/763 [==============================] - 0s 69us/step - loss: 0.6276 - coeff_determination: 0.8556 - val_loss: 1.3269 - val_coeff_determination: 0.7033
Epoch 88/500
763/763 [==============================] - 0s 54us/step - loss: 0.6207 - coeff_determination: 0.8572 - val_loss: 1.3276 - val_coeff_determination: 0.7032
Epoch 89/500
763/763 [==============================] - 0s 71us/step - loss: 0.6140 - coeff_determination: 0.8588 - val_loss: 1.3289 - val_coeff_determination: 0.7029
Epoch 90/500
763/763 [==============================] - 0s 69us/step - loss: 0.6074 - coeff_determination: 0.8603 - val_loss: 1.3303 - val_coeff_determination: 0.7026
Epoch 91/500
763/763 [==============================] - 0s 68us/step - loss: 0.6009 - coeff_determination: 0.8618 - val_loss: 1.3305 - val_coeff_determination: 0.7025
Epoch 92/500
763/763 [==============================] - 0s 73us/step - loss: 0.5946 - coeff_determination: 0.8632 - val_loss: 1.3302 - val_coeff_determination: 0.7026
Epoch 93/500
763/763 [==============================] - 0s 67us/step - loss: 0.5884 - coeff_determination: 0.8647 - val_loss: 1.3304 - val_coeff_determination: 0.7025
Epoch 94/500
763/763 [==============================] - 0s 68us/step - loss: 0.5825 - coeff_determination: 0.8660 - val_loss: 1.3311 - val_coeff_determination: 0.7024
Epoch 95/500
763/763 [==============================] - 0s 64us/step - loss: 0.5768 - coeff_determination: 0.8673 - val_loss: 1.3311 - val_coeff_determination: 0.7024
Epoch 96/500
763/763 [==============================] - 0s 81us/step - loss: 0.5714 - coeff_determination: 0.8686 - val_loss: 1.3312 - val_coeff_determination: 0.7024
Epoch 97/500
763/763 [==============================] - 0s 75us/step - loss: 0.5661 - coeff_determination: 0.8698 - val_loss: 1.3320 - val_coeff_determination: 0.7022
Epoch 98/500
763/763 [==============================] - 0s 72us/step - loss: 0.5610 - coeff_determination: 0.8710 - val_loss: 1.3327 - val_coeff_determination: 0.7020
Epoch 99/500
763/763 [==============================] - 0s 73us/step - loss: 0.5561 - coeff_determination: 0.8721 - val_loss: 1.3331 - val_coeff_determination: 0.7019
Epoch 100/500
763/763 [==============================] - 0s 72us/step - loss: 0.5514 - coeff_determination: 0.8732 - val_loss: 1.3330 - val_coeff_determination: 0.7020
Epoch 101/500
763/763 [==============================] - 0s 76us/step - loss: 0.5469 - coeff_determination: 0.8742 - val_loss: 1.3325 - val_coeff_determination: 0.7021
Epoch 102/500
763/763 [==============================] - 0s 72us/step - loss: 0.5425 - coeff_determination: 0.8752 - val_loss: 1.3318 - val_coeff_determination: 0.7022
Epoch 103/500
763/763 [==============================] - 0s 80us/step - loss: 0.5382 - coeff_determination: 0.8762 - val_loss: 1.3314 - val_coeff_determination: 0.7023
Epoch 104/500
763/763 [==============================] - 0s 68us/step - loss: 0.5341 - coeff_determination: 0.8771 - val_loss: 1.3317 - val_coeff_determination: 0.7022
Epoch 105/500
763/763 [==============================] - 0s 69us/step - loss: 0.5303 - coeff_determination: 0.8780 - val_loss: 1.3326 - val_coeff_determination: 0.7021
Epoch 106/500
763/763 [==============================] - 0s 66us/step - loss: 0.5266 - coeff_determination: 0.8789 - val_loss: 1.3335 - val_coeff_determination: 0.7019
Epoch 107/500
763/763 [==============================] - 0s 69us/step - loss: 0.5230 - coeff_determination: 0.8797 - val_loss: 1.3343 - val_coeff_determination: 0.7017
Epoch 108/500
763/763 [==============================] - 0s 64us/step - loss: 0.5196 - coeff_determination: 0.8805 - val_loss: 1.3339 - val_coeff_determination: 0.7018
Epoch 109/500
763/763 [==============================] - 0s 64us/step - loss: 0.5162 - coeff_determination: 0.8813 - val_loss: 1.3335 - val_coeff_determination: 0.7018
Epoch 110/500
763/763 [==============================] - 0s 66us/step - loss: 0.5130 - coeff_determination: 0.8820 - val_loss: 1.3340 - val_coeff_determination: 0.7017
Epoch 111/500
763/763 [==============================] - 0s 69us/step - loss: 0.5098 - coeff_determination: 0.8827 - val_loss: 1.3356 - val_coeff_determination: 0.7014
Epoch 112/500
763/763 [==============================] - 0s 68us/step - loss: 0.5067 - coeff_determination: 0.8834 - val_loss: 1.3378 - val_coeff_determination: 0.7009
Epoch 113/500
763/763 [==============================] - 0s 64us/step - loss: 0.5037 - coeff_determination: 0.8841 - val_loss: 1.3402 - val_coeff_determination: 0.7004
Epoch 114/500
763/763 [==============================] - 0s 67us/step - loss: 0.5008 - coeff_determination: 0.8848 - val_loss: 1.3424 - val_coeff_determination: 0.6999
Epoch 115/500
763/763 [==============================] - 0s 67us/step - loss: 0.4980 - coeff_determination: 0.8854 - val_loss: 1.3444 - val_coeff_determination: 0.6994
Epoch 116/500
763/763 [==============================] - 0s 64us/step - loss: 0.4953 - coeff_determination: 0.8861 - val_loss: 1.3465 - val_coeff_determination: 0.6989
Epoch 117/500
763/763 [==============================] - 0s 64us/step - loss: 0.4929 - coeff_determination: 0.8866 - val_loss: 1.3489 - val_coeff_determination: 0.6984
Epoch 118/500
763/763 [==============================] - 0s 63us/step - loss: 0.4906 - coeff_determination: 0.8871 - val_loss: 1.3520 - val_coeff_determination: 0.6977
Epoch 119/500
763/763 [==============================] - 0s 63us/step - loss: 0.4884 - coeff_determination: 0.8877 - val_loss: 1.3555 - val_coeff_determination: 0.6969
Epoch 120/500
763/763 [==============================] - 0s 64us/step - loss: 0.4863 - coeff_determination: 0.8881 - val_loss: 1.3588 - val_coeff_determination: 0.6962
Epoch 121/500
763/763 [==============================] - 0s 68us/step - loss: 0.4843 - coeff_determination: 0.8886 - val_loss: 1.3617 - val_coeff_determination: 0.6955
Epoch 122/500
763/763 [==============================] - 0s 67us/step - loss: 0.4824 - coeff_determination: 0.8890 - val_loss: 1.3641 - val_coeff_determination: 0.6950
Epoch 123/500
763/763 [==============================] - 0s 71us/step - loss: 0.4806 - coeff_determination: 0.8895 - val_loss: 1.3664 - val_coeff_determination: 0.6945
Epoch 124/500
763/763 [==============================] - 0s 67us/step - loss: 0.4787 - coeff_determination: 0.8899 - val_loss: 1.3684 - val_coeff_determination: 0.6940
Epoch 125/500
763/763 [==============================] - 0s 72us/step - loss: 0.4769 - coeff_determination: 0.8903 - val_loss: 1.3701 - val_coeff_determination: 0.6937
Epoch 126/500
763/763 [==============================] - 0s 71us/step - loss: 0.4751 - coeff_determination: 0.8907 - val_loss: 1.3713 - val_coeff_determination: 0.6934
Epoch 127/500
763/763 [==============================] - 0s 68us/step - loss: 0.4734 - coeff_determination: 0.8911 - val_loss: 1.3724 - val_coeff_determination: 0.6932
Epoch 128/500
763/763 [==============================] - 0s 73us/step - loss: 0.4717 - coeff_determination: 0.8915 - val_loss: 1.3731 - val_coeff_determination: 0.6930
Epoch 129/500
763/763 [==============================] - 0s 79us/step - loss: 0.4701 - coeff_determination: 0.8919 - val_loss: 1.3732 - val_coeff_determination: 0.6930
Epoch 130/500
763/763 [==============================] - 0s 62us/step - loss: 0.4685 - coeff_determination: 0.8922 - val_loss: 1.3732 - val_coeff_determination: 0.6930
Epoch 131/500
763/763 [==============================] - 0s 81us/step - loss: 0.4668 - coeff_determination: 0.8926 - val_loss: 1.3733 - val_coeff_determination: 0.6930
Epoch 132/500
763/763 [==============================] - 0s 62us/step - loss: 0.4653 - coeff_determination: 0.8930 - val_loss: 1.3738 - val_coeff_determination: 0.6928
Epoch 133/500
763/763 [==============================] - 0s 67us/step - loss: 0.4637 - coeff_determination: 0.8933 - val_loss: 1.3746 - val_coeff_determination: 0.6927
Epoch 134/500
763/763 [==============================] - 0s 69us/step - loss: 0.4622 - coeff_determination: 0.8937 - val_loss: 1.3751 - val_coeff_determination: 0.6925
Epoch 135/500
763/763 [==============================] - 0s 64us/step - loss: 0.4606 - coeff_determination: 0.8940 - val_loss: 1.3748 - val_coeff_determination: 0.6926
Epoch 136/500
763/763 [==============================] - 0s 68us/step - loss: 0.4592 - coeff_determination: 0.8944 - val_loss: 1.3740 - val_coeff_determination: 0.6928
Epoch 137/500
763/763 [==============================] - 0s 54us/step - loss: 0.4577 - coeff_determination: 0.8947 - val_loss: 1.3729 - val_coeff_determination: 0.6930
Epoch 138/500
763/763 [==============================] - 0s 84us/step - loss: 0.4563 - coeff_determination: 0.8950 - val_loss: 1.3720 - val_coeff_determination: 0.6932
Epoch 139/500
763/763 [==============================] - 0s 46us/step - loss: 0.4549 - coeff_determination: 0.8954 - val_loss: 1.3721 - val_coeff_determination: 0.6932
Epoch 140/500
763/763 [==============================] - 0s 84us/step - loss: 0.4536 - coeff_determination: 0.8957 - val_loss: 1.3726 - val_coeff_determination: 0.6931
Epoch 141/500
763/763 [==============================] - 0s 81us/step - loss: 0.4523 - coeff_determination: 0.8960 - val_loss: 1.3734 - val_coeff_determination: 0.6929
Epoch 142/500
763/763 [==============================] - 0s 66us/step - loss: 0.4510 - coeff_determination: 0.8963 - val_loss: 1.3746 - val_coeff_determination: 0.6927
Epoch 143/500
763/763 [==============================] - 0s 62us/step - loss: 0.4498 - coeff_determination: 0.8965 - val_loss: 1.3761 - val_coeff_determination: 0.6923
Epoch 144/500
763/763 [==============================] - 0s 71us/step - loss: 0.4486 - coeff_determination: 0.8968 - val_loss: 1.3778 - val_coeff_determination: 0.6919
Epoch 145/500
763/763 [==============================] - 0s 58us/step - loss: 0.4474 - coeff_determination: 0.8971 - val_loss: 1.3791 - val_coeff_determination: 0.6916
Epoch 146/500
763/763 [==============================] - 0s 66us/step - loss: 0.4462 - coeff_determination: 0.8974 - val_loss: 1.3795 - val_coeff_determination: 0.6916
Epoch 147/500
763/763 [==============================] - 0s 68us/step - loss: 0.4450 - coeff_determination: 0.8976 - val_loss: 1.3795 - val_coeff_determination: 0.6916
Epoch 148/500
763/763 [==============================] - 0s 67us/step - loss: 0.4438 - coeff_determination: 0.8979 - val_loss: 1.3800 - val_coeff_determination: 0.6914
Epoch 149/500
763/763 [==============================] - 0s 69us/step - loss: 0.4428 - coeff_determination: 0.8982 - val_loss: 1.3813 - val_coeff_determination: 0.6912
Epoch 150/500
763/763 [==============================] - 0s 68us/step - loss: 0.4417 - coeff_determination: 0.8984 - val_loss: 1.3831 - val_coeff_determination: 0.6908
Epoch 151/500
763/763 [==============================] - 0s 75us/step - loss: 0.4406 - coeff_determination: 0.8986 - val_loss: 1.3848 - val_coeff_determination: 0.6904
Epoch 152/500
763/763 [==============================] - 0s 69us/step - loss: 0.4396 - coeff_determination: 0.8989 - val_loss: 1.3859 - val_coeff_determination: 0.6901
Epoch 153/500
763/763 [==============================] - 0s 66us/step - loss: 0.4386 - coeff_determination: 0.8991 - val_loss: 1.3867 - val_coeff_determination: 0.6900
Epoch 154/500
763/763 [==============================] - 0s 80us/step - loss: 0.4376 - coeff_determination: 0.8993 - val_loss: 1.3875 - val_coeff_determination: 0.6898
Epoch 155/500
763/763 [==============================] - 0s 66us/step - loss: 0.4365 - coeff_determination: 0.8996 - val_loss: 1.3882 - val_coeff_determination: 0.6896
Epoch 156/500
763/763 [==============================] - 0s 63us/step - loss: 0.4356 - coeff_determination: 0.8998 - val_loss: 1.3890 - val_coeff_determination: 0.6894
Epoch 157/500
763/763 [==============================] - 0s 73us/step - loss: 0.4346 - coeff_determination: 0.9000 - val_loss: 1.3896 - val_coeff_determination: 0.6893
Epoch 158/500
763/763 [==============================] - 0s 67us/step - loss: 0.4336 - coeff_determination: 0.9003 - val_loss: 1.3905 - val_coeff_determination: 0.6891
Epoch 159/500
763/763 [==============================] - 0s 64us/step - loss: 0.4327 - coeff_determination: 0.9005 - val_loss: 1.3912 - val_coeff_determination: 0.6889
Epoch 160/500
763/763 [==============================] - 0s 63us/step - loss: 0.4317 - coeff_determination: 0.9007 - val_loss: 1.3918 - val_coeff_determination: 0.6888
Epoch 161/500
763/763 [==============================] - 0s 75us/step - loss: 0.4308 - coeff_determination: 0.9009 - val_loss: 1.3927 - val_coeff_determination: 0.6886
Epoch 162/500
763/763 [==============================] - 0s 68us/step - loss: 0.4298 - coeff_determination: 0.9011 - val_loss: 1.3942 - val_coeff_determination: 0.6883
Epoch 163/500
763/763 [==============================] - 0s 63us/step - loss: 0.4289 - coeff_determination: 0.9013 - val_loss: 1.3956 - val_coeff_determination: 0.6880
Epoch 164/500
763/763 [==============================] - 0s 69us/step - loss: 0.4280 - coeff_determination: 0.9016 - val_loss: 1.3962 - val_coeff_determination: 0.6878
Epoch 165/500
763/763 [==============================] - 0s 71us/step - loss: 0.4271 - coeff_determination: 0.9018 - val_loss: 1.3960 - val_coeff_determination: 0.6879
Epoch 166/500
763/763 [==============================] - 0s 63us/step - loss: 0.4261 - coeff_determination: 0.9020 - val_loss: 1.3957 - val_coeff_determination: 0.6880
Epoch 167/500
763/763 [==============================] - 0s 71us/step - loss: 0.4252 - coeff_determination: 0.9022 - val_loss: 1.3961 - val_coeff_determination: 0.6879
Epoch 168/500
763/763 [==============================] - 0s 72us/step - loss: 0.4243 - coeff_determination: 0.9024 - val_loss: 1.3968 - val_coeff_determination: 0.6877
Epoch 169/500
763/763 [==============================] - 0s 73us/step - loss: 0.4233 - coeff_determination: 0.9026 - val_loss: 1.3970 - val_coeff_determination: 0.6877
Epoch 170/500
763/763 [==============================] - 0s 64us/step - loss: 0.4224 - coeff_determination: 0.9028 - val_loss: 1.3967 - val_coeff_determination: 0.6877
Epoch 171/500
763/763 [==============================] - 0s 67us/step - loss: 0.4216 - coeff_determination: 0.9030 - val_loss: 1.3963 - val_coeff_determination: 0.6878
Epoch 172/500
763/763 [==============================] - 0s 72us/step - loss: 0.4207 - coeff_determination: 0.9032 - val_loss: 1.3965 - val_coeff_determination: 0.6878
Epoch 173/500
763/763 [==============================] - 0s 73us/step - loss: 0.4199 - coeff_determination: 0.9034 - val_loss: 1.3968 - val_coeff_determination: 0.6877
Epoch 174/500
763/763 [==============================] - 0s 68us/step - loss: 0.4190 - coeff_determination: 0.9036 - val_loss: 1.3972 - val_coeff_determination: 0.6876
Epoch 175/500
763/763 [==============================] - 0s 76us/step - loss: 0.4182 - coeff_determination: 0.9038 - val_loss: 1.3974 - val_coeff_determination: 0.6876
Epoch 176/500
763/763 [==============================] - 0s 79us/step - loss: 0.4174 - coeff_determination: 0.9040 - val_loss: 1.3973 - val_coeff_determination: 0.6876
Epoch 177/500
763/763 [==============================] - 0s 68us/step - loss: 0.4165 - coeff_determination: 0.9042 - val_loss: 1.3973 - val_coeff_determination: 0.6876
Epoch 178/500
763/763 [==============================] - 0s 50us/step - loss: 0.4157 - coeff_determination: 0.9044 - val_loss: 1.3977 - val_coeff_determination: 0.6875
Epoch 179/500
763/763 [==============================] - 0s 65us/step - loss: 0.4149 - coeff_determination: 0.9046 - val_loss: 1.3979 - val_coeff_determination: 0.6874
Epoch 180/500
763/763 [==============================] - 0s 47us/step - loss: 0.4141 - coeff_determination: 0.9047 - val_loss: 1.3981 - val_coeff_determination: 0.6874
Epoch 181/500
763/763 [==============================] - 0s 68us/step - loss: 0.4133 - coeff_determination: 0.9049 - val_loss: 1.3983 - val_coeff_determination: 0.6874
Epoch 182/500
763/763 [==============================] - 0s 66us/step - loss: 0.4125 - coeff_determination: 0.9051 - val_loss: 1.3990 - val_coeff_determination: 0.6872
Epoch 183/500
763/763 [==============================] - 0s 66us/step - loss: 0.4117 - coeff_determination: 0.9053 - val_loss: 1.4002 - val_coeff_determination: 0.6869
Epoch 184/500
763/763 [==============================] - 0s 54us/step - loss: 0.4109 - coeff_determination: 0.9055 - val_loss: 1.4006 - val_coeff_determination: 0.6868
Epoch 185/500
763/763 [==============================] - 0s 83us/step - loss: 0.4102 - coeff_determination: 0.9056 - val_loss: 1.4003 - val_coeff_determination: 0.6869
Epoch 186/500
763/763 [==============================] - 0s 73us/step - loss: 0.4095 - coeff_determination: 0.9058 - val_loss: 1.4001 - val_coeff_determination: 0.6870
Epoch 187/500
763/763 [==============================] - 0s 55us/step - loss: 0.4087 - coeff_determination: 0.9060 - val_loss: 1.4004 - val_coeff_determination: 0.6869
Epoch 188/500
763/763 [==============================] - 0s 64us/step - loss: 0.4080 - coeff_determination: 0.9061 - val_loss: 1.4014 - val_coeff_determination: 0.6867
Epoch 189/500
763/763 [==============================] - 0s 64us/step - loss: 0.4073 - coeff_determination: 0.9063 - val_loss: 1.4022 - val_coeff_determination: 0.6865
Epoch 190/500
763/763 [==============================] - 0s 72us/step - loss: 0.4065 - coeff_determination: 0.9065 - val_loss: 1.4024 - val_coeff_determination: 0.6864
Epoch 191/500
763/763 [==============================] - 0s 66us/step - loss: 0.4058 - coeff_determination: 0.9066 - val_loss: 1.4023 - val_coeff_determination: 0.6865
Epoch 192/500
763/763 [==============================] - 0s 71us/step - loss: 0.4051 - coeff_determination: 0.9068 - val_loss: 1.4026 - val_coeff_determination: 0.6864
Epoch 193/500
763/763 [==============================] - 0s 66us/step - loss: 0.4045 - coeff_determination: 0.9070 - val_loss: 1.4029 - val_coeff_determination: 0.6863
Epoch 194/500
763/763 [==============================] - 0s 64us/step - loss: 0.4038 - coeff_determination: 0.9071 - val_loss: 1.4032 - val_coeff_determination: 0.6863
Epoch 195/500
763/763 [==============================] - 0s 63us/step - loss: 0.4031 - coeff_determination: 0.9073 - val_loss: 1.4036 - val_coeff_determination: 0.6862
Epoch 196/500
763/763 [==============================] - 0s 72us/step - loss: 0.4024 - coeff_determination: 0.9074 - val_loss: 1.4036 - val_coeff_determination: 0.6862
Epoch 197/500
763/763 [==============================] - 0s 75us/step - loss: 0.4017 - coeff_determination: 0.9076 - val_loss: 1.4035 - val_coeff_determination: 0.6862
Epoch 198/500
763/763 [==============================] - 0s 63us/step - loss: 0.4010 - coeff_determination: 0.9078 - val_loss: 1.4035 - val_coeff_determination: 0.6862
Epoch 199/500
763/763 [==============================] - 0s 74us/step - loss: 0.4004 - coeff_determination: 0.9079 - val_loss: 1.4039 - val_coeff_determination: 0.6861
Epoch 200/500
763/763 [==============================] - 0s 54us/step - loss: 0.3998 - coeff_determination: 0.9080 - val_loss: 1.4045 - val_coeff_determination: 0.6860
Epoch 201/500
763/763 [==============================] - 0s 79us/step - loss: 0.3992 - coeff_determination: 0.9082 - val_loss: 1.4048 - val_coeff_determination: 0.6859
Epoch 202/500
763/763 [==============================] - 0s 69us/step - loss: 0.3985 - coeff_determination: 0.9083 - val_loss: 1.4055 - val_coeff_determination: 0.6858
Epoch 203/500
763/763 [==============================] - 0s 68us/step - loss: 0.3979 - coeff_determination: 0.9085 - val_loss: 1.4062 - val_coeff_determination: 0.6856
Epoch 204/500
763/763 [==============================] - 0s 67us/step - loss: 0.3973 - coeff_determination: 0.9086 - val_loss: 1.4068 - val_coeff_determination: 0.6855
Epoch 205/500
763/763 [==============================] - 0s 63us/step - loss: 0.3967 - coeff_determination: 0.9087 - val_loss: 1.4072 - val_coeff_determination: 0.6854
Epoch 206/500
763/763 [==============================] - 0s 64us/step - loss: 0.3961 - coeff_determination: 0.9089 - val_loss: 1.4074 - val_coeff_determination: 0.6853
Epoch 207/500
763/763 [==============================] - 0s 90us/step - loss: 0.3955 - coeff_determination: 0.9090 - val_loss: 1.4077 - val_coeff_determination: 0.6853
Epoch 208/500
763/763 [==============================] - 0s 83us/step - loss: 0.3950 - coeff_determination: 0.9091 - val_loss: 1.4089 - val_coeff_determination: 0.6850
Epoch 209/500
763/763 [==============================] - 0s 107us/step - loss: 0.3944 - coeff_determination: 0.9093 - val_loss: 1.4104 - val_coeff_determination: 0.6847
Epoch 210/500
763/763 [==============================] - 0s 73us/step - loss: 0.3939 - coeff_determination: 0.9094 - val_loss: 1.4113 - val_coeff_determination: 0.6845
Epoch 211/500
763/763 [==============================] - 0s 73us/step - loss: 0.3933 - coeff_determination: 0.9095 - val_loss: 1.4114 - val_coeff_determination: 0.6844
Epoch 212/500
763/763 [==============================] - 0s 63us/step - loss: 0.3928 - coeff_determination: 0.9097 - val_loss: 1.4112 - val_coeff_determination: 0.6845
Epoch 213/500
763/763 [==============================] - 0s 68us/step - loss: 0.3922 - coeff_determination: 0.9098 - val_loss: 1.4110 - val_coeff_determination: 0.6845
Epoch 214/500
763/763 [==============================] - 0s 75us/step - loss: 0.3916 - coeff_determination: 0.9099 - val_loss: 1.4115 - val_coeff_determination: 0.6844
Epoch 215/500
763/763 [==============================] - 0s 69us/step - loss: 0.3911 - coeff_determination: 0.9100 - val_loss: 1.4128 - val_coeff_determination: 0.6841
Epoch 216/500
763/763 [==============================] - 0s 77us/step - loss: 0.3905 - coeff_determination: 0.9102 - val_loss: 1.4140 - val_coeff_determination: 0.6839
Epoch 217/500
763/763 [==============================] - 0s 67us/step - loss: 0.3900 - coeff_determination: 0.9103 - val_loss: 1.4145 - val_coeff_determination: 0.6837
Epoch 218/500
763/763 [==============================] - 0s 69us/step - loss: 0.3895 - coeff_determination: 0.9104 - val_loss: 1.4146 - val_coeff_determination: 0.6837
Epoch 219/500
763/763 [==============================] - 0s 64us/step - loss: 0.3890 - coeff_determination: 0.9105 - val_loss: 1.4150 - val_coeff_determination: 0.6836
Epoch 220/500
763/763 [==============================] - 0s 66us/step - loss: 0.3885 - coeff_determination: 0.9106 - val_loss: 1.4159 - val_coeff_determination: 0.6834
Epoch 221/500
763/763 [==============================] - 0s 71us/step - loss: 0.3880 - coeff_determination: 0.9108 - val_loss: 1.4169 - val_coeff_determination: 0.6832
Epoch 222/500
763/763 [==============================] - 0s 67us/step - loss: 0.3875 - coeff_determination: 0.9109 - val_loss: 1.4171 - val_coeff_determination: 0.6831
Epoch 223/500
763/763 [==============================] - 0s 76us/step - loss: 0.3870 - coeff_determination: 0.9110 - val_loss: 1.4170 - val_coeff_determination: 0.6832
Epoch 224/500
763/763 [==============================] - 0s 73us/step - loss: 0.3866 - coeff_determination: 0.9111 - val_loss: 1.4172 - val_coeff_determination: 0.6831
Epoch 225/500
763/763 [==============================] - 0s 72us/step - loss: 0.3861 - coeff_determination: 0.9112 - val_loss: 1.4174 - val_coeff_determination: 0.6831
Epoch 226/500
763/763 [==============================] - 0s 79us/step - loss: 0.3856 - coeff_determination: 0.9113 - val_loss: 1.4173 - val_coeff_determination: 0.6831
Epoch 227/500
763/763 [==============================] - 0s 58us/step - loss: 0.3852 - coeff_determination: 0.9114 - val_loss: 1.4172 - val_coeff_determination: 0.6831
Epoch 228/500
763/763 [==============================] - 0s 70us/step - loss: 0.3847 - coeff_determination: 0.9115 - val_loss: 1.4183 - val_coeff_determination: 0.6829
Epoch 229/500
763/763 [==============================] - 0s 64us/step - loss: 0.3843 - coeff_determination: 0.9116 - val_loss: 1.4190 - val_coeff_determination: 0.6827
Epoch 230/500
763/763 [==============================] - 0s 59us/step - loss: 0.3839 - coeff_determination: 0.9117 - val_loss: 1.4196 - val_coeff_determination: 0.6826
Epoch 231/500
763/763 [==============================] - 0s 85us/step - loss: 0.3834 - coeff_determination: 0.9118 - val_loss: 1.4198 - val_coeff_determination: 0.6826
Epoch 232/500
763/763 [==============================] - 0s 64us/step - loss: 0.3830 - coeff_determination: 0.9119 - val_loss: 1.4201 - val_coeff_determination: 0.6825
Epoch 233/500
763/763 [==============================] - 0s 76us/step - loss: 0.3826 - coeff_determination: 0.9120 - val_loss: 1.4210 - val_coeff_determination: 0.6823
Epoch 234/500
763/763 [==============================] - 0s 71us/step - loss: 0.3822 - coeff_determination: 0.9121 - val_loss: 1.4223 - val_coeff_determination: 0.6820
Epoch 235/500
763/763 [==============================] - 0s 67us/step - loss: 0.3817 - coeff_determination: 0.9122 - val_loss: 1.4229 - val_coeff_determination: 0.6819
Epoch 236/500
763/763 [==============================] - 0s 68us/step - loss: 0.3813 - coeff_determination: 0.9123 - val_loss: 1.4229 - val_coeff_determination: 0.6819
Epoch 237/500
763/763 [==============================] - 0s 69us/step - loss: 0.3809 - coeff_determination: 0.9124 - val_loss: 1.4225 - val_coeff_determination: 0.6819
Epoch 238/500
763/763 [==============================] - 0s 73us/step - loss: 0.3805 - coeff_determination: 0.9125 - val_loss: 1.4230 - val_coeff_determination: 0.6818
Epoch 239/500
763/763 [==============================] - 0s 68us/step - loss: 0.3801 - coeff_determination: 0.9126 - val_loss: 1.4248 - val_coeff_determination: 0.6814
Epoch 240/500
763/763 [==============================] - 0s 72us/step - loss: 0.3796 - coeff_determination: 0.9127 - val_loss: 1.4268 - val_coeff_determination: 0.6810
Epoch 241/500
763/763 [==============================] - 0s 67us/step - loss: 0.3792 - coeff_determination: 0.9128 - val_loss: 1.4270 - val_coeff_determination: 0.6809
Epoch 242/500
763/763 [==============================] - 0s 67us/step - loss: 0.3788 - coeff_determination: 0.9129 - val_loss: 1.4262 - val_coeff_determination: 0.6811
Epoch 243/500
763/763 [==============================] - 0s 72us/step - loss: 0.3784 - coeff_determination: 0.9130 - val_loss: 1.4267 - val_coeff_determination: 0.6810
Epoch 244/500
763/763 [==============================] - 0s 67us/step - loss: 0.3780 - coeff_determination: 0.9131 - val_loss: 1.4281 - val_coeff_determination: 0.6807
Epoch 245/500
763/763 [==============================] - 0s 73us/step - loss: 0.3776 - coeff_determination: 0.9131 - val_loss: 1.4289 - val_coeff_determination: 0.6805
Epoch 246/500
763/763 [==============================] - 0s 67us/step - loss: 0.3772 - coeff_determination: 0.9132 - val_loss: 1.4299 - val_coeff_determination: 0.6803
Epoch 247/500
763/763 [==============================] - 0s 66us/step - loss: 0.3768 - coeff_determination: 0.9133 - val_loss: 1.4313 - val_coeff_determination: 0.6800
Epoch 248/500
763/763 [==============================] - 0s 67us/step - loss: 0.3764 - coeff_determination: 0.9134 - val_loss: 1.4320 - val_coeff_determination: 0.6798
Epoch 249/500
763/763 [==============================] - 0s 62us/step - loss: 0.3760 - coeff_determination: 0.9135 - val_loss: 1.4320 - val_coeff_determination: 0.6798
Epoch 250/500
763/763 [==============================] - 0s 82us/step - loss: 0.3756 - coeff_determination: 0.9136 - val_loss: 1.4315 - val_coeff_determination: 0.6799
Epoch 251/500
763/763 [==============================] - 0s 67us/step - loss: 0.3752 - coeff_determination: 0.9137 - val_loss: 1.4318 - val_coeff_determination: 0.6799
Epoch 252/500
763/763 [==============================] - 0s 73us/step - loss: 0.3748 - coeff_determination: 0.9138 - val_loss: 1.4336 - val_coeff_determination: 0.6795
Epoch 253/500
763/763 [==============================] - 0s 71us/step - loss: 0.3744 - coeff_determination: 0.9139 - val_loss: 1.4350 - val_coeff_determination: 0.6792
Epoch 254/500
763/763 [==============================] - 0s 71us/step - loss: 0.3740 - coeff_determination: 0.9140 - val_loss: 1.4354 - val_coeff_determination: 0.6791
Epoch 255/500
763/763 [==============================] - 0s 75us/step - loss: 0.3737 - coeff_determination: 0.9140 - val_loss: 1.4359 - val_coeff_determination: 0.6790
Epoch 256/500
763/763 [==============================] - 0s 68us/step - loss: 0.3733 - coeff_determination: 0.9141 - val_loss: 1.4362 - val_coeff_determination: 0.6789
Epoch 257/500
763/763 [==============================] - 0s 63us/step - loss: 0.3729 - coeff_determination: 0.9142 - val_loss: 1.4367 - val_coeff_determination: 0.6788
Epoch 258/500
763/763 [==============================] - 0s 64us/step - loss: 0.3725 - coeff_determination: 0.9143 - val_loss: 1.4382 - val_coeff_determination: 0.6784
Epoch 259/500
763/763 [==============================] - 0s 72us/step - loss: 0.3721 - coeff_determination: 0.9144 - val_loss: 1.4395 - val_coeff_determination: 0.6781
Epoch 260/500
763/763 [==============================] - 0s 72us/step - loss: 0.3718 - coeff_determination: 0.9145 - val_loss: 1.4393 - val_coeff_determination: 0.6782
Epoch 261/500
763/763 [==============================] - 0s 69us/step - loss: 0.3714 - coeff_determination: 0.9146 - val_loss: 1.4391 - val_coeff_determination: 0.6782
Epoch 262/500
763/763 [==============================] - 0s 76us/step - loss: 0.3710 - coeff_determination: 0.9146 - val_loss: 1.4390 - val_coeff_determination: 0.6783
Epoch 263/500
763/763 [==============================] - 0s 68us/step - loss: 0.3707 - coeff_determination: 0.9147 - val_loss: 1.4397 - val_coeff_determination: 0.6781
Epoch 264/500
763/763 [==============================] - 0s 75us/step - loss: 0.3703 - coeff_determination: 0.9148 - val_loss: 1.4409 - val_coeff_determination: 0.6778
Epoch 265/500
763/763 [==============================] - 0s 71us/step - loss: 0.3700 - coeff_determination: 0.9149 - val_loss: 1.4415 - val_coeff_determination: 0.6777
Epoch 266/500
763/763 [==============================] - 0s 72us/step - loss: 0.3696 - coeff_determination: 0.9150 - val_loss: 1.4415 - val_coeff_determination: 0.6777
Epoch 267/500
763/763 [==============================] - 0s 64us/step - loss: 0.3692 - coeff_determination: 0.9151 - val_loss: 1.4422 - val_coeff_determination: 0.6775
Epoch 268/500
763/763 [==============================] - 0s 64us/step - loss: 0.3689 - coeff_determination: 0.9151 - val_loss: 1.4431 - val_coeff_determination: 0.6773
Epoch 269/500
763/763 [==============================] - 0s 67us/step - loss: 0.3685 - coeff_determination: 0.9152 - val_loss: 1.4437 - val_coeff_determination: 0.6772
Epoch 270/500
763/763 [==============================] - 0s 66us/step - loss: 0.3681 - coeff_determination: 0.9153 - val_loss: 1.4447 - val_coeff_determination: 0.6770
Epoch 271/500
763/763 [==============================] - 0s 69us/step - loss: 0.3678 - coeff_determination: 0.9154 - val_loss: 1.4458 - val_coeff_determination: 0.6767
Epoch 272/500
763/763 [==============================] - 0s 66us/step - loss: 0.3674 - coeff_determination: 0.9155 - val_loss: 1.4470 - val_coeff_determination: 0.6765
Epoch 273/500
763/763 [==============================] - 0s 66us/step - loss: 0.3671 - coeff_determination: 0.9156 - val_loss: 1.4458 - val_coeff_determination: 0.6767
Epoch 274/500
763/763 [==============================] - 0s 66us/step - loss: 0.3667 - coeff_determination: 0.9157 - val_loss: 1.4445 - val_coeff_determination: 0.6770
Epoch 275/500
763/763 [==============================] - 0s 75us/step - loss: 0.3663 - coeff_determination: 0.9157 - val_loss: 1.4450 - val_coeff_determination: 0.6769
Epoch 276/500
763/763 [==============================] - 0s 58us/step - loss: 0.3660 - coeff_determination: 0.9158 - val_loss: 1.4467 - val_coeff_determination: 0.6765
Epoch 277/500
763/763 [==============================] - 0s 70us/step - loss: 0.3656 - coeff_determination: 0.9159 - val_loss: 1.4478 - val_coeff_determination: 0.6763
Epoch 278/500
763/763 [==============================] - 0s 64us/step - loss: 0.3653 - coeff_determination: 0.9160 - val_loss: 1.4487 - val_coeff_determination: 0.6761
Epoch 279/500
763/763 [==============================] - 0s 58us/step - loss: 0.3649 - coeff_determination: 0.9161 - val_loss: 1.4497 - val_coeff_determination: 0.6759
Epoch 280/500
763/763 [==============================] - 0s 80us/step - loss: 0.3646 - coeff_determination: 0.9161 - val_loss: 1.4500 - val_coeff_determination: 0.6758
Epoch 281/500
763/763 [==============================] - 0s 69us/step - loss: 0.3643 - coeff_determination: 0.9162 - val_loss: 1.4492 - val_coeff_determination: 0.6760
Epoch 282/500
763/763 [==============================] - 0s 62us/step - loss: 0.3639 - coeff_determination: 0.9163 - val_loss: 1.4486 - val_coeff_determination: 0.6761
Epoch 283/500
763/763 [==============================] - 0s 70us/step - loss: 0.3636 - coeff_determination: 0.9164 - val_loss: 1.4501 - val_coeff_determination: 0.6758
Epoch 284/500
763/763 [==============================] - 0s 58us/step - loss: 0.3633 - coeff_determination: 0.9164 - val_loss: 1.4516 - val_coeff_determination: 0.6755
Epoch 285/500
763/763 [==============================] - 0s 79us/step - loss: 0.3629 - coeff_determination: 0.9165 - val_loss: 1.4514 - val_coeff_determination: 0.6755
Epoch 286/500
763/763 [==============================] - 0s 62us/step - loss: 0.3626 - coeff_determination: 0.9166 - val_loss: 1.4507 - val_coeff_determination: 0.6757
Epoch 287/500
763/763 [==============================] - 0s 73us/step - loss: 0.3623 - coeff_determination: 0.9167 - val_loss: 1.4514 - val_coeff_determination: 0.6755
Epoch 288/500
763/763 [==============================] - 0s 76us/step - loss: 0.3620 - coeff_determination: 0.9167 - val_loss: 1.4531 - val_coeff_determination: 0.6751
Epoch 289/500
763/763 [==============================] - 0s 79us/step - loss: 0.3616 - coeff_determination: 0.9168 - val_loss: 1.4542 - val_coeff_determination: 0.6749
Epoch 290/500
763/763 [==============================] - 0s 67us/step - loss: 0.3613 - coeff_determination: 0.9169 - val_loss: 1.4534 - val_coeff_determination: 0.6750
Epoch 291/500
763/763 [==============================] - 0s 64us/step - loss: 0.3610 - coeff_determination: 0.9170 - val_loss: 1.4536 - val_coeff_determination: 0.6750
Epoch 292/500
763/763 [==============================] - 0s 77us/step - loss: 0.3607 - coeff_determination: 0.9170 - val_loss: 1.4552 - val_coeff_determination: 0.6746
Epoch 293/500
763/763 [==============================] - 0s 71us/step - loss: 0.3604 - coeff_determination: 0.9171 - val_loss: 1.4561 - val_coeff_determination: 0.6744
Epoch 294/500
763/763 [==============================] - 0s 75us/step - loss: 0.3601 - coeff_determination: 0.9172 - val_loss: 1.4556 - val_coeff_determination: 0.6745
Epoch 295/500
763/763 [==============================] - 0s 69us/step - loss: 0.3598 - coeff_determination: 0.9172 - val_loss: 1.4562 - val_coeff_determination: 0.6744
Epoch 296/500
763/763 [==============================] - 0s 68us/step - loss: 0.3594 - coeff_determination: 0.9173 - val_loss: 1.4568 - val_coeff_determination: 0.6743
Epoch 297/500
763/763 [==============================] - 0s 79us/step - loss: 0.3591 - coeff_determination: 0.9174 - val_loss: 1.4571 - val_coeff_determination: 0.6742
Epoch 298/500
763/763 [==============================] - 0s 69us/step - loss: 0.3588 - coeff_determination: 0.9175 - val_loss: 1.4580 - val_coeff_determination: 0.6740
Epoch 299/500
763/763 [==============================] - 0s 71us/step - loss: 0.3585 - coeff_determination: 0.9175 - val_loss: 1.4588 - val_coeff_determination: 0.6738
Epoch 300/500
763/763 [==============================] - 0s 77us/step - loss: 0.3582 - coeff_determination: 0.9176 - val_loss: 1.4584 - val_coeff_determination: 0.6739
Epoch 301/500
763/763 [==============================] - 0s 79us/step - loss: 0.3579 - coeff_determination: 0.9177 - val_loss: 1.4587 - val_coeff_determination: 0.6739
Epoch 302/500
763/763 [==============================] - 0s 73us/step - loss: 0.3576 - coeff_determination: 0.9177 - val_loss: 1.4597 - val_coeff_determination: 0.6736
Epoch 303/500
763/763 [==============================] - 0s 78us/step - loss: 0.3573 - coeff_determination: 0.9178 - val_loss: 1.4602 - val_coeff_determination: 0.6735
Epoch 304/500
763/763 [==============================] - 0s 76us/step - loss: 0.3570 - coeff_determination: 0.9179 - val_loss: 1.4597 - val_coeff_determination: 0.6736
Epoch 305/500
763/763 [==============================] - 0s 79us/step - loss: 0.3567 - coeff_determination: 0.9179 - val_loss: 1.4602 - val_coeff_determination: 0.6735
Epoch 306/500
763/763 [==============================] - 0s 77us/step - loss: 0.3564 - coeff_determination: 0.9180 - val_loss: 1.4623 - val_coeff_determination: 0.6730
Epoch 307/500
763/763 [==============================] - 0s 77us/step - loss: 0.3561 - coeff_determination: 0.9181 - val_loss: 1.4630 - val_coeff_determination: 0.6729
Epoch 308/500
763/763 [==============================] - 0s 75us/step - loss: 0.3558 - coeff_determination: 0.9181 - val_loss: 1.4623 - val_coeff_determination: 0.6730
Epoch 309/500
763/763 [==============================] - 0s 72us/step - loss: 0.3556 - coeff_determination: 0.9182 - val_loss: 1.4632 - val_coeff_determination: 0.6728
Epoch 310/500
763/763 [==============================] - 0s 69us/step - loss: 0.3552 - coeff_determination: 0.9183 - val_loss: 1.4644 - val_coeff_determination: 0.6726
Epoch 311/500
763/763 [==============================] - 0s 69us/step - loss: 0.3550 - coeff_determination: 0.9183 - val_loss: 1.4636 - val_coeff_determination: 0.6728
Epoch 312/500
763/763 [==============================] - 0s 69us/step - loss: 0.3547 - coeff_determination: 0.9184 - val_loss: 1.4635 - val_coeff_determination: 0.6728
Epoch 313/500
763/763 [==============================] - 0s 75us/step - loss: 0.3544 - coeff_determination: 0.9185 - val_loss: 1.4659 - val_coeff_determination: 0.6722
Epoch 314/500
763/763 [==============================] - 0s 69us/step - loss: 0.3541 - coeff_determination: 0.9185 - val_loss: 1.4665 - val_coeff_determination: 0.6721
Epoch 315/500
763/763 [==============================] - 0s 75us/step - loss: 0.3538 - coeff_determination: 0.9186 - val_loss: 1.4661 - val_coeff_determination: 0.6722
Epoch 316/500
763/763 [==============================] - 0s 72us/step - loss: 0.3535 - coeff_determination: 0.9187 - val_loss: 1.4674 - val_coeff_determination: 0.6719
Epoch 317/500
763/763 [==============================] - 0s 76us/step - loss: 0.3531 - coeff_determination: 0.9188 - val_loss: 1.4683 - val_coeff_determination: 0.6717
Epoch 318/500
763/763 [==============================] - 0s 61us/step - loss: 0.3528 - coeff_determination: 0.9188 - val_loss: 1.4667 - val_coeff_determination: 0.6721
Epoch 319/500
763/763 [==============================] - 0s 91us/step - loss: 0.3525 - coeff_determination: 0.9189 - val_loss: 1.4664 - val_coeff_determination: 0.6721
Epoch 320/500
763/763 [==============================] - 0s 67us/step - loss: 0.3522 - coeff_determination: 0.9190 - val_loss: 1.4676 - val_coeff_determination: 0.6719
Epoch 321/500
763/763 [==============================] - 0s 71us/step - loss: 0.3518 - coeff_determination: 0.9191 - val_loss: 1.4671 - val_coeff_determination: 0.6720
Epoch 322/500
763/763 [==============================] - 0s 69us/step - loss: 0.3515 - coeff_determination: 0.9191 - val_loss: 1.4667 - val_coeff_determination: 0.6721
Epoch 323/500
763/763 [==============================] - 0s 69us/step - loss: 0.3512 - coeff_determination: 0.9192 - val_loss: 1.4672 - val_coeff_determination: 0.6720
Epoch 324/500
763/763 [==============================] - 0s 66us/step - loss: 0.3508 - coeff_determination: 0.9193 - val_loss: 1.4686 - val_coeff_determination: 0.6716
Epoch 325/500
763/763 [==============================] - 0s 63us/step - loss: 0.3505 - coeff_determination: 0.9194 - val_loss: 1.4690 - val_coeff_determination: 0.6716
Epoch 326/500
763/763 [==============================] - 0s 62us/step - loss: 0.3502 - coeff_determination: 0.9195 - val_loss: 1.4693 - val_coeff_determination: 0.6715
Epoch 327/500
763/763 [==============================] - 0s 76us/step - loss: 0.3498 - coeff_determination: 0.9195 - val_loss: 1.4696 - val_coeff_determination: 0.6714
Epoch 328/500
763/763 [==============================] - 0s 67us/step - loss: 0.3495 - coeff_determination: 0.9196 - val_loss: 1.4691 - val_coeff_determination: 0.6715
Epoch 329/500
763/763 [==============================] - 0s 48us/step - loss: 0.3492 - coeff_determination: 0.9197 - val_loss: 1.4693 - val_coeff_determination: 0.6715
Epoch 330/500
763/763 [==============================] - 0s 76us/step - loss: 0.3488 - coeff_determination: 0.9198 - val_loss: 1.4700 - val_coeff_determination: 0.6713
Epoch 331/500
763/763 [==============================] - 0s 68us/step - loss: 0.3485 - coeff_determination: 0.9198 - val_loss: 1.4699 - val_coeff_determination: 0.6713
Epoch 332/500
763/763 [==============================] - 0s 69us/step - loss: 0.3482 - coeff_determination: 0.9199 - val_loss: 1.4692 - val_coeff_determination: 0.6715
Epoch 333/500
763/763 [==============================] - 0s 67us/step - loss: 0.3479 - coeff_determination: 0.9200 - val_loss: 1.4692 - val_coeff_determination: 0.6715
Epoch 334/500
763/763 [==============================] - 0s 62us/step - loss: 0.3476 - coeff_determination: 0.9200 - val_loss: 1.4698 - val_coeff_determination: 0.6714
Epoch 335/500
763/763 [==============================] - 0s 58us/step - loss: 0.3473 - coeff_determination: 0.9201 - val_loss: 1.4714 - val_coeff_determination: 0.6710
Epoch 336/500
763/763 [==============================] - 0s 70us/step - loss: 0.3470 - coeff_determination: 0.9202 - val_loss: 1.4731 - val_coeff_determination: 0.6706
Epoch 337/500
763/763 [==============================] - 0s 58us/step - loss: 0.3468 - coeff_determination: 0.9202 - val_loss: 1.4730 - val_coeff_determination: 0.6707
Epoch 338/500
763/763 [==============================] - 0s 71us/step - loss: 0.3465 - coeff_determination: 0.9203 - val_loss: 1.4723 - val_coeff_determination: 0.6708
Epoch 339/500
763/763 [==============================] - 0s 73us/step - loss: 0.3462 - coeff_determination: 0.9204 - val_loss: 1.4731 - val_coeff_determination: 0.6706
Epoch 340/500
763/763 [==============================] - 0s 67us/step - loss: 0.3459 - coeff_determination: 0.9204 - val_loss: 1.4732 - val_coeff_determination: 0.6706
Epoch 341/500
763/763 [==============================] - 0s 73us/step - loss: 0.3456 - coeff_determination: 0.9205 - val_loss: 1.4730 - val_coeff_determination: 0.6707
Epoch 342/500
763/763 [==============================] - 0s 72us/step - loss: 0.3454 - coeff_determination: 0.9206 - val_loss: 1.4744 - val_coeff_determination: 0.6704
Epoch 343/500
763/763 [==============================] - 0s 63us/step - loss: 0.3451 - coeff_determination: 0.9206 - val_loss: 1.4746 - val_coeff_determination: 0.6703
Epoch 344/500
763/763 [==============================] - 0s 69us/step - loss: 0.3448 - coeff_determination: 0.9207 - val_loss: 1.4755 - val_coeff_determination: 0.6701
Epoch 345/500
763/763 [==============================] - 0s 63us/step - loss: 0.3445 - coeff_determination: 0.9207 - val_loss: 1.4767 - val_coeff_determination: 0.6698
Epoch 346/500
763/763 [==============================] - 0s 69us/step - loss: 0.3443 - coeff_determination: 0.9208 - val_loss: 1.4771 - val_coeff_determination: 0.6697
Epoch 347/500
763/763 [==============================] - 0s 68us/step - loss: 0.3440 - coeff_determination: 0.9209 - val_loss: 1.4771 - val_coeff_determination: 0.6697
Epoch 348/500
763/763 [==============================] - 0s 69us/step - loss: 0.3437 - coeff_determination: 0.9209 - val_loss: 1.4783 - val_coeff_determination: 0.6695
Epoch 349/500
763/763 [==============================] - 0s 83us/step - loss: 0.3434 - coeff_determination: 0.9210 - val_loss: 1.4797 - val_coeff_determination: 0.6692
Epoch 350/500
763/763 [==============================] - 0s 69us/step - loss: 0.3432 - coeff_determination: 0.9211 - val_loss: 1.4791 - val_coeff_determination: 0.6693
Epoch 351/500
763/763 [==============================] - 0s 69us/step - loss: 0.3429 - coeff_determination: 0.9211 - val_loss: 1.4795 - val_coeff_determination: 0.6692
Epoch 352/500
763/763 [==============================] - 0s 76us/step - loss: 0.3426 - coeff_determination: 0.9212 - val_loss: 1.4805 - val_coeff_determination: 0.6690
Epoch 353/500
763/763 [==============================] - 0s 66us/step - loss: 0.3424 - coeff_determination: 0.9212 - val_loss: 1.4810 - val_coeff_determination: 0.6689
Epoch 354/500
763/763 [==============================] - 0s 76us/step - loss: 0.3421 - coeff_determination: 0.9213 - val_loss: 1.4818 - val_coeff_determination: 0.6687
Epoch 355/500
763/763 [==============================] - 0s 66us/step - loss: 0.3418 - coeff_determination: 0.9214 - val_loss: 1.4829 - val_coeff_determination: 0.6684
Epoch 356/500
763/763 [==============================] - 0s 68us/step - loss: 0.3416 - coeff_determination: 0.9214 - val_loss: 1.4829 - val_coeff_determination: 0.6684
Epoch 357/500
763/763 [==============================] - 0s 64us/step - loss: 0.3413 - coeff_determination: 0.9215 - val_loss: 1.4827 - val_coeff_determination: 0.6685
Epoch 358/500
763/763 [==============================] - 0s 64us/step - loss: 0.3410 - coeff_determination: 0.9215 - val_loss: 1.4826 - val_coeff_determination: 0.6685
Epoch 359/500
763/763 [==============================] - 0s 66us/step - loss: 0.3408 - coeff_determination: 0.9216 - val_loss: 1.4831 - val_coeff_determination: 0.6684
Epoch 360/500
763/763 [==============================] - 0s 63us/step - loss: 0.3405 - coeff_determination: 0.9217 - val_loss: 1.4844 - val_coeff_determination: 0.6681
Epoch 361/500
763/763 [==============================] - 0s 59us/step - loss: 0.3403 - coeff_determination: 0.9217 - val_loss: 1.4853 - val_coeff_determination: 0.6679
Epoch 362/500
763/763 [==============================] - 0s 60us/step - loss: 0.3400 - coeff_determination: 0.9218 - val_loss: 1.4853 - val_coeff_determination: 0.6679
Epoch 363/500
763/763 [==============================] - 0s 73us/step - loss: 0.3397 - coeff_determination: 0.9219 - val_loss: 1.4860 - val_coeff_determination: 0.6678
Epoch 364/500
763/763 [==============================] - 0s 67us/step - loss: 0.3395 - coeff_determination: 0.9219 - val_loss: 1.4870 - val_coeff_determination: 0.6675
Epoch 365/500
763/763 [==============================] - 0s 60us/step - loss: 0.3392 - coeff_determination: 0.9220 - val_loss: 1.4880 - val_coeff_determination: 0.6673
Epoch 366/500
763/763 [==============================] - 0s 72us/step - loss: 0.3389 - coeff_determination: 0.9220 - val_loss: 1.4892 - val_coeff_determination: 0.6670
Epoch 367/500
763/763 [==============================] - 0s 62us/step - loss: 0.3387 - coeff_determination: 0.9221 - val_loss: 1.4896 - val_coeff_determination: 0.6669
Epoch 368/500
763/763 [==============================] - 0s 71us/step - loss: 0.3384 - coeff_determination: 0.9222 - val_loss: 1.4894 - val_coeff_determination: 0.6670
Epoch 369/500
763/763 [==============================] - 0s 66us/step - loss: 0.3382 - coeff_determination: 0.9222 - val_loss: 1.4889 - val_coeff_determination: 0.6671
Epoch 370/500
763/763 [==============================] - 0s 72us/step - loss: 0.3379 - coeff_determination: 0.9223 - val_loss: 1.4897 - val_coeff_determination: 0.6669
Epoch 371/500
763/763 [==============================] - 0s 71us/step - loss: 0.3376 - coeff_determination: 0.9223 - val_loss: 1.4906 - val_coeff_determination: 0.6667
Epoch 372/500
763/763 [==============================] - 0s 71us/step - loss: 0.3374 - coeff_determination: 0.9224 - val_loss: 1.4910 - val_coeff_determination: 0.6666
Epoch 373/500
763/763 [==============================] - 0s 72us/step - loss: 0.3371 - coeff_determination: 0.9224 - val_loss: 1.4917 - val_coeff_determination: 0.6665
Epoch 374/500
763/763 [==============================] - 0s 75us/step - loss: 0.3369 - coeff_determination: 0.9225 - val_loss: 1.4925 - val_coeff_determination: 0.6663
Epoch 375/500
763/763 [==============================] - 0s 60us/step - loss: 0.3366 - coeff_determination: 0.9226 - val_loss: 1.4934 - val_coeff_determination: 0.6661
Epoch 376/500
763/763 [==============================] - 0s 64us/step - loss: 0.3364 - coeff_determination: 0.9226 - val_loss: 1.4946 - val_coeff_determination: 0.6658
Epoch 377/500
763/763 [==============================] - 0s 62us/step - loss: 0.3361 - coeff_determination: 0.9227 - val_loss: 1.4943 - val_coeff_determination: 0.6659
Epoch 378/500
763/763 [==============================] - 0s 66us/step - loss: 0.3359 - coeff_determination: 0.9227 - val_loss: 1.4947 - val_coeff_determination: 0.6658
Epoch 379/500
763/763 [==============================] - 0s 62us/step - loss: 0.3356 - coeff_determination: 0.9228 - val_loss: 1.4953 - val_coeff_determination: 0.6657
Epoch 380/500
763/763 [==============================] - 0s 79us/step - loss: 0.3354 - coeff_determination: 0.9229 - val_loss: 1.4953 - val_coeff_determination: 0.6657
Epoch 381/500
763/763 [==============================] - 0s 76us/step - loss: 0.3351 - coeff_determination: 0.9229 - val_loss: 1.4967 - val_coeff_determination: 0.6654
Epoch 382/500
763/763 [==============================] - 0s 68us/step - loss: 0.3349 - coeff_determination: 0.9230 - val_loss: 1.4971 - val_coeff_determination: 0.6653
Epoch 383/500
763/763 [==============================] - 0s 55us/step - loss: 0.3347 - coeff_determination: 0.9230 - val_loss: 1.4974 - val_coeff_determination: 0.6652
Epoch 384/500
763/763 [==============================] - 0s 71us/step - loss: 0.3344 - coeff_determination: 0.9231 - val_loss: 1.4975 - val_coeff_determination: 0.6652
Epoch 385/500
763/763 [==============================] - 0s 66us/step - loss: 0.3342 - coeff_determination: 0.9231 - val_loss: 1.4982 - val_coeff_determination: 0.6650
Epoch 386/500
763/763 [==============================] - 0s 66us/step - loss: 0.3339 - coeff_determination: 0.9232 - val_loss: 1.4989 - val_coeff_determination: 0.6649
Epoch 387/500
763/763 [==============================] - 0s 75us/step - loss: 0.3337 - coeff_determination: 0.9232 - val_loss: 1.5005 - val_coeff_determination: 0.6645
Epoch 388/500
763/763 [==============================] - 0s 60us/step - loss: 0.3335 - coeff_determination: 0.9233 - val_loss: 1.5015 - val_coeff_determination: 0.6643
Epoch 389/500
763/763 [==============================] - 0s 70us/step - loss: 0.3332 - coeff_determination: 0.9234 - val_loss: 1.5007 - val_coeff_determination: 0.6645
Epoch 390/500
763/763 [==============================] - 0s 73us/step - loss: 0.3330 - coeff_determination: 0.9234 - val_loss: 1.5016 - val_coeff_determination: 0.6643
Epoch 391/500
763/763 [==============================] - 0s 68us/step - loss: 0.3328 - coeff_determination: 0.9234 - val_loss: 1.5015 - val_coeff_determination: 0.6643
Epoch 392/500
763/763 [==============================] - 0s 60us/step - loss: 0.3325 - coeff_determination: 0.9235 - val_loss: 1.5038 - val_coeff_determination: 0.6638
Epoch 393/500
763/763 [==============================] - 0s 63us/step - loss: 0.3323 - coeff_determination: 0.9236 - val_loss: 1.5047 - val_coeff_determination: 0.6636
Epoch 394/500
763/763 [==============================] - 0s 66us/step - loss: 0.3321 - coeff_determination: 0.9236 - val_loss: 1.5035 - val_coeff_determination: 0.6638
Epoch 395/500
763/763 [==============================] - 0s 64us/step - loss: 0.3318 - coeff_determination: 0.9237 - val_loss: 1.5042 - val_coeff_determination: 0.6637
Epoch 396/500
763/763 [==============================] - 0s 69us/step - loss: 0.3316 - coeff_determination: 0.9237 - val_loss: 1.5044 - val_coeff_determination: 0.6636
Epoch 397/500
763/763 [==============================] - 0s 68us/step - loss: 0.3313 - coeff_determination: 0.9238 - val_loss: 1.5045 - val_coeff_determination: 0.6636
Epoch 398/500
763/763 [==============================] - 0s 75us/step - loss: 0.3311 - coeff_determination: 0.9238 - val_loss: 1.5060 - val_coeff_determination: 0.6633
Epoch 399/500
763/763 [==============================] - 0s 62us/step - loss: 0.3309 - coeff_determination: 0.9239 - val_loss: 1.5064 - val_coeff_determination: 0.6632
Epoch 400/500
763/763 [==============================] - 0s 66us/step - loss: 0.3307 - coeff_determination: 0.9239 - val_loss: 1.5084 - val_coeff_determination: 0.6627
Epoch 401/500
763/763 [==============================] - 0s 66us/step - loss: 0.3304 - coeff_determination: 0.9240 - val_loss: 1.5084 - val_coeff_determination: 0.6627
Epoch 402/500
763/763 [==============================] - 0s 67us/step - loss: 0.3302 - coeff_determination: 0.9240 - val_loss: 1.5082 - val_coeff_determination: 0.6628
Epoch 403/500
763/763 [==============================] - 0s 67us/step - loss: 0.3299 - coeff_determination: 0.9241 - val_loss: 1.5095 - val_coeff_determination: 0.6625
Epoch 404/500
763/763 [==============================] - 0s 68us/step - loss: 0.3297 - coeff_determination: 0.9242 - val_loss: 1.5099 - val_coeff_determination: 0.6624
Epoch 405/500
763/763 [==============================] - 0s 69us/step - loss: 0.3294 - coeff_determination: 0.9242 - val_loss: 1.5106 - val_coeff_determination: 0.6623
Epoch 406/500
763/763 [==============================] - 0s 73us/step - loss: 0.3292 - coeff_determination: 0.9243 - val_loss: 1.5111 - val_coeff_determination: 0.6621
Epoch 407/500
763/763 [==============================] - 0s 71us/step - loss: 0.3289 - coeff_determination: 0.9243 - val_loss: 1.5110 - val_coeff_determination: 0.6622
Epoch 408/500
763/763 [==============================] - 0s 72us/step - loss: 0.3286 - coeff_determination: 0.9244 - val_loss: 1.5122 - val_coeff_determination: 0.6619
Epoch 409/500
763/763 [==============================] - 0s 69us/step - loss: 0.3283 - coeff_determination: 0.9245 - val_loss: 1.5132 - val_coeff_determination: 0.6617
Epoch 410/500
763/763 [==============================] - 0s 73us/step - loss: 0.3280 - coeff_determination: 0.9245 - val_loss: 1.5145 - val_coeff_determination: 0.6614
Epoch 411/500
763/763 [==============================] - 0s 64us/step - loss: 0.3277 - coeff_determination: 0.9246 - val_loss: 1.5146 - val_coeff_determination: 0.6614
Epoch 412/500
763/763 [==============================] - 0s 75us/step - loss: 0.3274 - coeff_determination: 0.9247 - val_loss: 1.5153 - val_coeff_determination: 0.6612
Epoch 413/500
763/763 [==============================] - 0s 64us/step - loss: 0.3271 - coeff_determination: 0.9248 - val_loss: 1.5160 - val_coeff_determination: 0.6610
Epoch 414/500
763/763 [==============================] - 0s 72us/step - loss: 0.3268 - coeff_determination: 0.9248 - val_loss: 1.5165 - val_coeff_determination: 0.6609
Epoch 415/500
763/763 [==============================] - 0s 71us/step - loss: 0.3264 - coeff_determination: 0.9249 - val_loss: 1.5178 - val_coeff_determination: 0.6606
Epoch 416/500
763/763 [==============================] - 0s 67us/step - loss: 0.3261 - coeff_determination: 0.9250 - val_loss: 1.5195 - val_coeff_determination: 0.6603
Epoch 417/500
763/763 [==============================] - 0s 73us/step - loss: 0.3257 - coeff_determination: 0.9251 - val_loss: 1.5198 - val_coeff_determination: 0.6602
Epoch 418/500
763/763 [==============================] - 0s 72us/step - loss: 0.3254 - coeff_determination: 0.9251 - val_loss: 1.5223 - val_coeff_determination: 0.6596
Epoch 419/500
763/763 [==============================] - 0s 67us/step - loss: 0.3251 - coeff_determination: 0.9252 - val_loss: 1.5247 - val_coeff_determination: 0.6591
Epoch 420/500
763/763 [==============================] - 0s 71us/step - loss: 0.3248 - coeff_determination: 0.9253 - val_loss: 1.5258 - val_coeff_determination: 0.6589
Epoch 421/500
763/763 [==============================] - 0s 63us/step - loss: 0.3245 - coeff_determination: 0.9254 - val_loss: 1.5272 - val_coeff_determination: 0.6585
Epoch 422/500
763/763 [==============================] - 0s 71us/step - loss: 0.3242 - coeff_determination: 0.9254 - val_loss: 1.5269 - val_coeff_determination: 0.6586
Epoch 423/500
763/763 [==============================] - 0s 80us/step - loss: 0.3239 - coeff_determination: 0.9255 - val_loss: 1.5275 - val_coeff_determination: 0.6585
Epoch 424/500
763/763 [==============================] - 0s 68us/step - loss: 0.3237 - coeff_determination: 0.9255 - val_loss: 1.5278 - val_coeff_determination: 0.6584
Epoch 425/500
763/763 [==============================] - 0s 64us/step - loss: 0.3234 - coeff_determination: 0.9256 - val_loss: 1.5282 - val_coeff_determination: 0.6583
Epoch 426/500
763/763 [==============================] - 0s 73us/step - loss: 0.3231 - coeff_determination: 0.9257 - val_loss: 1.5293 - val_coeff_determination: 0.6581
Epoch 427/500
763/763 [==============================] - 0s 59us/step - loss: 0.3228 - coeff_determination: 0.9257 - val_loss: 1.5302 - val_coeff_determination: 0.6579
Epoch 428/500
763/763 [==============================] - 0s 92us/step - loss: 0.3226 - coeff_determination: 0.9258 - val_loss: 1.5328 - val_coeff_determination: 0.6573
Epoch 429/500
763/763 [==============================] - 0s 59us/step - loss: 0.3223 - coeff_determination: 0.9259 - val_loss: 1.5331 - val_coeff_determination: 0.6572
Epoch 430/500
763/763 [==============================] - 0s 58us/step - loss: 0.3221 - coeff_determination: 0.9259 - val_loss: 1.5339 - val_coeff_determination: 0.6570
Epoch 431/500
763/763 [==============================] - 0s 65us/step - loss: 0.3218 - coeff_determination: 0.9260 - val_loss: 1.5348 - val_coeff_determination: 0.6568
Epoch 432/500
763/763 [==============================] - 0s 60us/step - loss: 0.3215 - coeff_determination: 0.9260 - val_loss: 1.5357 - val_coeff_determination: 0.6566
Epoch 433/500
763/763 [==============================] - 0s 72us/step - loss: 0.3213 - coeff_determination: 0.9261 - val_loss: 1.5370 - val_coeff_determination: 0.6563
Epoch 434/500
763/763 [==============================] - 0s 66us/step - loss: 0.3211 - coeff_determination: 0.9261 - val_loss: 1.5364 - val_coeff_determination: 0.6565
Epoch 435/500
763/763 [==============================] - 0s 60us/step - loss: 0.3208 - coeff_determination: 0.9262 - val_loss: 1.5383 - val_coeff_determination: 0.6560
Epoch 436/500
763/763 [==============================] - 0s 62us/step - loss: 0.3206 - coeff_determination: 0.9263 - val_loss: 1.5388 - val_coeff_determination: 0.6559
Epoch 437/500
763/763 [==============================] - 0s 66us/step - loss: 0.3203 - coeff_determination: 0.9263 - val_loss: 1.5395 - val_coeff_determination: 0.6558
Epoch 438/500
763/763 [==============================] - 0s 60us/step - loss: 0.3201 - coeff_determination: 0.9264 - val_loss: 1.5401 - val_coeff_determination: 0.6557
Epoch 439/500
763/763 [==============================] - 0s 68us/step - loss: 0.3198 - coeff_determination: 0.9264 - val_loss: 1.5420 - val_coeff_determination: 0.6552
Epoch 440/500
763/763 [==============================] - 0s 64us/step - loss: 0.3196 - coeff_determination: 0.9265 - val_loss: 1.5420 - val_coeff_determination: 0.6552
Epoch 441/500
763/763 [==============================] - 0s 84us/step - loss: 0.3194 - coeff_determination: 0.9265 - val_loss: 1.5420 - val_coeff_determination: 0.6552
Epoch 442/500
763/763 [==============================] - 0s 75us/step - loss: 0.3191 - coeff_determination: 0.9266 - val_loss: 1.5436 - val_coeff_determination: 0.6549
Epoch 443/500
763/763 [==============================] - 0s 68us/step - loss: 0.3189 - coeff_determination: 0.9266 - val_loss: 1.5436 - val_coeff_determination: 0.6549
Epoch 444/500
763/763 [==============================] - 0s 83us/step - loss: 0.3187 - coeff_determination: 0.9267 - val_loss: 1.5458 - val_coeff_determination: 0.6544
Epoch 445/500
763/763 [==============================] - 0s 64us/step - loss: 0.3185 - coeff_determination: 0.9267 - val_loss: 1.5446 - val_coeff_determination: 0.6546
Epoch 446/500
763/763 [==============================] - 0s 72us/step - loss: 0.3184 - coeff_determination: 0.9268 - val_loss: 1.5484 - val_coeff_determination: 0.6538
Epoch 447/500
763/763 [==============================] - 0s 62us/step - loss: 0.3183 - coeff_determination: 0.9268 - val_loss: 1.5462 - val_coeff_determination: 0.6543
Epoch 448/500
763/763 [==============================] - 0s 58us/step - loss: 0.3182 - coeff_determination: 0.9268 - val_loss: 1.5532 - val_coeff_determination: 0.6527
Epoch 449/500
763/763 [==============================] - 0s 77us/step - loss: 0.3180 - coeff_determination: 0.9268 - val_loss: 1.5489 - val_coeff_determination: 0.6537
Epoch 450/500
763/763 [==============================] - 0s 68us/step - loss: 0.3177 - coeff_determination: 0.9269 - val_loss: 1.5552 - val_coeff_determination: 0.6523
Epoch 451/500
763/763 [==============================] - 0s 62us/step - loss: 0.3173 - coeff_determination: 0.9270 - val_loss: 1.5550 - val_coeff_determination: 0.6523
Epoch 452/500
763/763 [==============================] - 0s 69us/step - loss: 0.3170 - coeff_determination: 0.9271 - val_loss: 1.5530 - val_coeff_determination: 0.6528
Epoch 453/500
763/763 [==============================] - 0s 72us/step - loss: 0.3169 - coeff_determination: 0.9271 - val_loss: 1.5580 - val_coeff_determination: 0.6516
Epoch 454/500
763/763 [==============================] - 0s 71us/step - loss: 0.3168 - coeff_determination: 0.9271 - val_loss: 1.5554 - val_coeff_determination: 0.6522
Epoch 455/500
763/763 [==============================] - 0s 75us/step - loss: 0.3168 - coeff_determination: 0.9271 - val_loss: 1.5627 - val_coeff_determination: 0.6506
Epoch 456/500
763/763 [==============================] - 0s 73us/step - loss: 0.3165 - coeff_determination: 0.9272 - val_loss: 1.5586 - val_coeff_determination: 0.6515
Epoch 457/500
763/763 [==============================] - 0s 77us/step - loss: 0.3162 - coeff_determination: 0.9273 - val_loss: 1.5647 - val_coeff_determination: 0.6502
Epoch 458/500
763/763 [==============================] - 0s 63us/step - loss: 0.3158 - coeff_determination: 0.9274 - val_loss: 1.5647 - val_coeff_determination: 0.6502
Epoch 459/500
763/763 [==============================] - 0s 66us/step - loss: 0.3155 - coeff_determination: 0.9274 - val_loss: 1.5637 - val_coeff_determination: 0.6504
Epoch 460/500
763/763 [==============================] - 0s 75us/step - loss: 0.3154 - coeff_determination: 0.9275 - val_loss: 1.5670 - val_coeff_determination: 0.6497
Epoch 461/500
763/763 [==============================] - 0s 64us/step - loss: 0.3152 - coeff_determination: 0.9275 - val_loss: 1.5637 - val_coeff_determination: 0.6504
Epoch 462/500
763/763 [==============================] - 0s 71us/step - loss: 0.3153 - coeff_determination: 0.9275 - val_loss: 1.5706 - val_coeff_determination: 0.6488
Epoch 463/500
763/763 [==============================] - 0s 64us/step - loss: 0.3152 - coeff_determination: 0.9275 - val_loss: 1.5651 - val_coeff_determination: 0.6501
Epoch 464/500
763/763 [==============================] - 0s 69us/step - loss: 0.3151 - coeff_determination: 0.9275 - val_loss: 1.5742 - val_coeff_determination: 0.6480
Epoch 465/500
763/763 [==============================] - 0s 75us/step - loss: 0.3147 - coeff_determination: 0.9276 - val_loss: 1.5700 - val_coeff_determination: 0.6490
Epoch 466/500
763/763 [==============================] - 0s 68us/step - loss: 0.3142 - coeff_determination: 0.9277 - val_loss: 1.5726 - val_coeff_determination: 0.6484
Epoch 467/500
763/763 [==============================] - 0s 69us/step - loss: 0.3140 - coeff_determination: 0.9278 - val_loss: 1.5757 - val_coeff_determination: 0.6477
Epoch 468/500
763/763 [==============================] - 0s 69us/step - loss: 0.3139 - coeff_determination: 0.9278 - val_loss: 1.5725 - val_coeff_determination: 0.6484
Epoch 469/500
763/763 [==============================] - 0s 67us/step - loss: 0.3139 - coeff_determination: 0.9278 - val_loss: 1.5802 - val_coeff_determination: 0.6467
Epoch 470/500
763/763 [==============================] - 0s 60us/step - loss: 0.3137 - coeff_determination: 0.9278 - val_loss: 1.5737 - val_coeff_determination: 0.6481
Epoch 471/500
763/763 [==============================] - 0s 73us/step - loss: 0.3135 - coeff_determination: 0.9279 - val_loss: 1.5800 - val_coeff_determination: 0.6467
Epoch 472/500
763/763 [==============================] - 0s 60us/step - loss: 0.3131 - coeff_determination: 0.9280 - val_loss: 1.5792 - val_coeff_determination: 0.6469
Epoch 473/500
763/763 [==============================] - 0s 66us/step - loss: 0.3128 - coeff_determination: 0.9280 - val_loss: 1.5817 - val_coeff_determination: 0.6463
Epoch 474/500
763/763 [==============================] - 0s 64us/step - loss: 0.3126 - coeff_determination: 0.9281 - val_loss: 1.5854 - val_coeff_determination: 0.6455
Epoch 475/500
763/763 [==============================] - 0s 62us/step - loss: 0.3125 - coeff_determination: 0.9281 - val_loss: 1.5817 - val_coeff_determination: 0.6463
Epoch 476/500
763/763 [==============================] - 0s 85us/step - loss: 0.3125 - coeff_determination: 0.9281 - val_loss: 1.5894 - val_coeff_determination: 0.6446
Epoch 477/500
763/763 [==============================] - 0s 65us/step - loss: 0.3124 - coeff_determination: 0.9281 - val_loss: 1.5830 - val_coeff_determination: 0.6461
Epoch 478/500
763/763 [==============================] - 0s 83us/step - loss: 0.3124 - coeff_determination: 0.9281 - val_loss: 1.5938 - val_coeff_determination: 0.6436
Epoch 479/500
763/763 [==============================] - 0s 45us/step - loss: 0.3124 - coeff_determination: 0.9281 - val_loss: 1.5858 - val_coeff_determination: 0.6454
Epoch 480/500
763/763 [==============================] - 0s 66us/step - loss: 0.3123 - coeff_determination: 0.9282 - val_loss: 1.5977 - val_coeff_determination: 0.6428
Epoch 481/500
763/763 [==============================] - 0s 83us/step - loss: 0.3120 - coeff_determination: 0.9282 - val_loss: 1.5878 - val_coeff_determination: 0.6450
Epoch 482/500
763/763 [==============================] - 0s 64us/step - loss: 0.3116 - coeff_determination: 0.9283 - val_loss: 1.5955 - val_coeff_determination: 0.6433
Epoch 483/500
763/763 [==============================] - 0s 62us/step - loss: 0.3112 - coeff_determination: 0.9284 - val_loss: 1.5926 - val_coeff_determination: 0.6439
Epoch 484/500
763/763 [==============================] - 0s 64us/step - loss: 0.3109 - coeff_determination: 0.9285 - val_loss: 1.5941 - val_coeff_determination: 0.6436
Epoch 485/500
763/763 [==============================] - 0s 67us/step - loss: 0.3106 - coeff_determination: 0.9285 - val_loss: 1.5976 - val_coeff_determination: 0.6428
Epoch 486/500
763/763 [==============================] - 0s 68us/step - loss: 0.3105 - coeff_determination: 0.9286 - val_loss: 1.5953 - val_coeff_determination: 0.6433
Epoch 487/500
763/763 [==============================] - 0s 76us/step - loss: 0.3105 - coeff_determination: 0.9286 - val_loss: 1.6031 - val_coeff_determination: 0.6416
Epoch 488/500
763/763 [==============================] - 0s 64us/step - loss: 0.3105 - coeff_determination: 0.9286 - val_loss: 1.5945 - val_coeff_determination: 0.6435
Epoch 489/500
763/763 [==============================] - 0s 66us/step - loss: 0.3104 - coeff_determination: 0.9286 - val_loss: 1.6055 - val_coeff_determination: 0.6410
Epoch 490/500
763/763 [==============================] - 0s 71us/step - loss: 0.3103 - coeff_determination: 0.9286 - val_loss: 1.5984 - val_coeff_determination: 0.6426
Epoch 491/500
763/763 [==============================] - 0s 66us/step - loss: 0.3101 - coeff_determination: 0.9287 - val_loss: 1.6093 - val_coeff_determination: 0.6402
Epoch 492/500
763/763 [==============================] - 0s 72us/step - loss: 0.3099 - coeff_determination: 0.9287 - val_loss: 1.6004 - val_coeff_determination: 0.6422
Epoch 493/500
763/763 [==============================] - 0s 67us/step - loss: 0.3096 - coeff_determination: 0.9288 - val_loss: 1.6105 - val_coeff_determination: 0.6399
Epoch 494/500
763/763 [==============================] - 0s 68us/step - loss: 0.3093 - coeff_determination: 0.9289 - val_loss: 1.6059 - val_coeff_determination: 0.6410
Epoch 495/500
763/763 [==============================] - 0s 66us/step - loss: 0.3090 - coeff_determination: 0.9289 - val_loss: 1.6121 - val_coeff_determination: 0.6396
Epoch 496/500
763/763 [==============================] - 0s 71us/step - loss: 0.3087 - coeff_determination: 0.9290 - val_loss: 1.6099 - val_coeff_determination: 0.6401
Epoch 497/500
763/763 [==============================] - 0s 75us/step - loss: 0.3084 - coeff_determination: 0.9291 - val_loss: 1.6132 - val_coeff_determination: 0.6393
Epoch 498/500
763/763 [==============================] - 0s 68us/step - loss: 0.3082 - coeff_determination: 0.9291 - val_loss: 1.6155 - val_coeff_determination: 0.6388
Epoch 499/500
763/763 [==============================] - 0s 72us/step - loss: 0.3080 - coeff_determination: 0.9291 - val_loss: 1.6138 - val_coeff_determination: 0.6392
Epoch 500/500
763/763 [==============================] - 0s 68us/step - loss: 0.3079 - coeff_determination: 0.9292 - val_loss: 1.6194 - val_coeff_determination: 0.6379
In [ ]:
Content source: neilswainston/development-py
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