In [1]:
import warnings
warnings.filterwarnings('ignore')
In [2]:
%matplotlib inline
%pylab inline
import matplotlib.pyplot as plt
Populating the interactive namespace from numpy and matplotlib
In [3]:
import pandas as pd
print(pd.__version__)
0.23.4
In [4]:
import tensorflow as tf
tf.logging.set_verbosity(tf.logging.ERROR)
print(tf.__version__)
1.10.0
In [5]:
# let's see what compute devices we have available, hopefully a GPU
sess = tf.Session()
devices = sess.list_devices()
for d in devices:
print(d.name)
/job:localhost/replica:0/task:0/device:CPU:0
/job:localhost/replica:0/task:0/device:GPU:0
In [6]:
# a small sane check, does tf seem to work ok?
hello = tf.constant('Hello TF!')
print(sess.run(hello))
b'Hello TF!'
In [7]:
!curl -O https://raw.githubusercontent.com/DJCordhose/ai/master/notebooks/manning/data/insurance-customers-1500.csv
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0
100 26822 100 26822 0 0 90309 0 --:--:-- --:--:-- --:--:-- 90309
In [8]:
df = pd.read_csv('./insurance-customers-1500.csv', sep=';')
y=df['group']
df.drop('group', axis='columns', inplace=True)
X = df.as_matrix()
In [9]:
df.head()
Out[9]:
max speed
age
thousand miles per year
0
98.0
44.0
25.0
1
118.0
54.0
24.0
2
111.0
26.0
34.0
3
97.0
25.0
10.0
4
114.0
38.0
22.0
In [10]:
df.describe()
Out[10]:
max speed
age
thousand miles per year
count
1500.000000
1500.000000
1500.000000
mean
122.492667
44.952667
30.344000
std
17.604333
17.191727
15.463152
min
68.000000
9.000000
-21.000000
25%
108.000000
32.000000
18.000000
50%
120.000000
42.000000
29.000000
75%
137.000000
55.000000
42.000000
max
166.000000
102.000000
84.000000
In [11]:
from sklearn.model_selection import train_test_split
In [12]:
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)
In [13]:
X_train.shape, y_train.shape, X_test.shape, y_test.shape
Out[13]:
((900, 3), (900,), (600, 3), (600,))
In [14]:
dropout = 0.6
model = tf.keras.Sequential()
model.add(tf.keras.layers.Dense(100, name='hidden1', input_dim=3))
model.add(tf.keras.layers.BatchNormalization())
model.add(tf.keras.layers.Activation('relu'))
model.add(tf.keras.layers.Dropout(dropout))
model.add(tf.keras.layers.Dense(100, name='hidden2'))
model.add(tf.keras.layers.BatchNormalization())
model.add(tf.keras.layers.Activation('relu'))
model.add(tf.keras.layers.Dropout(dropout))
model.add(tf.keras.layers.Dense(3, name='softmax', activation='softmax'))
model.compile(loss='sparse_categorical_crossentropy',
optimizer='adam',
metrics=['accuracy'])
model.summary()
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
hidden1 (Dense) (None, 100) 400
_________________________________________________________________
batch_normalization (BatchNo (None, 100) 400
_________________________________________________________________
activation (Activation) (None, 100) 0
_________________________________________________________________
dropout (Dropout) (None, 100) 0
_________________________________________________________________
hidden2 (Dense) (None, 100) 10100
_________________________________________________________________
batch_normalization_1 (Batch (None, 100) 400
_________________________________________________________________
activation_1 (Activation) (None, 100) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 100) 0
_________________________________________________________________
softmax (Dense) (None, 3) 303
=================================================================
Total params: 11,603
Trainable params: 11,203
Non-trainable params: 400
_________________________________________________________________
In [15]:
BATCH_SIZE=1000
EPOCHS = 2000
# only if you are running this locally
# !rm -rf ./tf_log
# %time model.fit(X_train, y_train, epochs=EPOCHS, batch_size=BATCH_SIZE, validation_split=0.2, callbacks=[tb_callback])
%time history = model.fit(X_train, y_train, epochs=EPOCHS, batch_size=BATCH_SIZE, validation_split=0.2)
Train on 720 samples, validate on 180 samples
Epoch 1/2000
720/720 [==============================] - 1s 2ms/step - loss: 1.4267 - acc: 0.3750 - val_loss: 2.8418 - val_acc: 0.3944
Epoch 2/2000
720/720 [==============================] - 0s 36us/step - loss: 1.4074 - acc: 0.3667 - val_loss: 3.4187 - val_acc: 0.3722
Epoch 3/2000
720/720 [==============================] - 0s 15us/step - loss: 1.3739 - acc: 0.3986 - val_loss: 4.1897 - val_acc: 0.3667
Epoch 4/2000
720/720 [==============================] - 0s 15us/step - loss: 1.3466 - acc: 0.4375 - val_loss: 4.9626 - val_acc: 0.3667
Epoch 5/2000
720/720 [==============================] - 0s 11us/step - loss: 1.3268 - acc: 0.3944 - val_loss: 5.6480 - val_acc: 0.3389
Epoch 6/2000
720/720 [==============================] - 0s 0us/step - loss: 1.2158 - acc: 0.4486 - val_loss: 6.1181 - val_acc: 0.3333
Epoch 7/2000
720/720 [==============================] - 0s 22us/step - loss: 1.2726 - acc: 0.4486 - val_loss: 6.5052 - val_acc: 0.3278
Epoch 8/2000
720/720 [==============================] - 0s 22us/step - loss: 1.2836 - acc: 0.4153 - val_loss: 6.7807 - val_acc: 0.3278
Epoch 9/2000
720/720 [==============================] - 0s 0us/step - loss: 1.2454 - acc: 0.4431 - val_loss: 6.9732 - val_acc: 0.3278
Epoch 10/2000
720/720 [==============================] - 0s 20us/step - loss: 1.2004 - acc: 0.4486 - val_loss: 7.0781 - val_acc: 0.3278
Epoch 11/2000
720/720 [==============================] - 0s 22us/step - loss: 1.2374 - acc: 0.4319 - val_loss: 7.1287 - val_acc: 0.3278
Epoch 12/2000
720/720 [==============================] - 0s 0us/step - loss: 1.2051 - acc: 0.4569 - val_loss: 7.1227 - val_acc: 0.3278
Epoch 13/2000
720/720 [==============================] - 0s 22us/step - loss: 1.2096 - acc: 0.4667 - val_loss: 7.0793 - val_acc: 0.3278
Epoch 14/2000
720/720 [==============================] - 0s 0us/step - loss: 1.1103 - acc: 0.4875 - val_loss: 7.0070 - val_acc: 0.3278
Epoch 15/2000
720/720 [==============================] - 0s 0us/step - loss: 1.1883 - acc: 0.4750 - val_loss: 6.8867 - val_acc: 0.3278
Epoch 16/2000
720/720 [==============================] - 0s 22us/step - loss: 1.1574 - acc: 0.4986 - val_loss: 6.7825 - val_acc: 0.3278
Epoch 17/2000
720/720 [==============================] - 0s 22us/step - loss: 1.1395 - acc: 0.5042 - val_loss: 6.6365 - val_acc: 0.3278
Epoch 18/2000
720/720 [==============================] - 0s 0us/step - loss: 1.0715 - acc: 0.5153 - val_loss: 6.4869 - val_acc: 0.3278
Epoch 19/2000
720/720 [==============================] - 0s 22us/step - loss: 1.1201 - acc: 0.4653 - val_loss: 6.3211 - val_acc: 0.3333
Epoch 20/2000
720/720 [==============================] - 0s 9us/step - loss: 1.0814 - acc: 0.5125 - val_loss: 6.1563 - val_acc: 0.3333
Epoch 21/2000
720/720 [==============================] - 0s 22us/step - loss: 1.0516 - acc: 0.5042 - val_loss: 5.9776 - val_acc: 0.3556
Epoch 22/2000
720/720 [==============================] - 0s 0us/step - loss: 1.0885 - acc: 0.5097 - val_loss: 5.7873 - val_acc: 0.3556
Epoch 23/2000
720/720 [==============================] - 0s 22us/step - loss: 1.0207 - acc: 0.5431 - val_loss: 5.5996 - val_acc: 0.3667
Epoch 24/2000
720/720 [==============================] - 0s 0us/step - loss: 1.0461 - acc: 0.5444 - val_loss: 5.4229 - val_acc: 0.3833
Epoch 25/2000
720/720 [==============================] - 0s 22us/step - loss: 1.0456 - acc: 0.5250 - val_loss: 5.2406 - val_acc: 0.4000
Epoch 26/2000
720/720 [==============================] - 0s 22us/step - loss: 1.0354 - acc: 0.5389 - val_loss: 5.0727 - val_acc: 0.4056
Epoch 27/2000
720/720 [==============================] - 0s 0us/step - loss: 1.0188 - acc: 0.5417 - val_loss: 4.9147 - val_acc: 0.4000
Epoch 28/2000
720/720 [==============================] - 0s 22us/step - loss: 1.0448 - acc: 0.5472 - val_loss: 4.7513 - val_acc: 0.3944
Epoch 29/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9754 - acc: 0.5556 - val_loss: 4.6011 - val_acc: 0.4000
Epoch 30/2000
720/720 [==============================] - 0s 31us/step - loss: 0.9962 - acc: 0.5639 - val_loss: 4.4520 - val_acc: 0.4111
Epoch 31/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9916 - acc: 0.5750 - val_loss: 4.3313 - val_acc: 0.4222
Epoch 32/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9346 - acc: 0.5764 - val_loss: 4.2287 - val_acc: 0.4111
Epoch 33/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9542 - acc: 0.5917 - val_loss: 4.1280 - val_acc: 0.4000
Epoch 34/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9940 - acc: 0.5792 - val_loss: 4.0410 - val_acc: 0.3944
Epoch 35/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9667 - acc: 0.5653 - val_loss: 3.9622 - val_acc: 0.4056
Epoch 36/2000
720/720 [==============================] - 0s 0us/step - loss: 1.0114 - acc: 0.5611 - val_loss: 3.8898 - val_acc: 0.4000
Epoch 37/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9671 - acc: 0.5708 - val_loss: 3.8282 - val_acc: 0.3944
Epoch 38/2000
720/720 [==============================] - 0s 25us/step - loss: 0.9560 - acc: 0.5861 - val_loss: 3.7736 - val_acc: 0.3944
Epoch 39/2000
720/720 [==============================] - 0s 11us/step - loss: 1.0028 - acc: 0.5681 - val_loss: 3.7231 - val_acc: 0.4000
Epoch 40/2000
720/720 [==============================] - 0s 6us/step - loss: 0.9616 - acc: 0.5681 - val_loss: 3.6798 - val_acc: 0.4000
Epoch 41/2000
720/720 [==============================] - 0s 8us/step - loss: 0.9096 - acc: 0.6111 - val_loss: 3.6445 - val_acc: 0.4000
Epoch 42/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9450 - acc: 0.5750 - val_loss: 3.6076 - val_acc: 0.4000
Epoch 43/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9479 - acc: 0.5889 - val_loss: 3.5710 - val_acc: 0.4111
Epoch 44/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9006 - acc: 0.6236 - val_loss: 3.5337 - val_acc: 0.4111
Epoch 45/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9171 - acc: 0.6042 - val_loss: 3.4974 - val_acc: 0.4111
Epoch 46/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9008 - acc: 0.6139 - val_loss: 3.4573 - val_acc: 0.4056
Epoch 47/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8636 - acc: 0.6361 - val_loss: 3.4160 - val_acc: 0.4000
Epoch 48/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9385 - acc: 0.5889 - val_loss: 3.3767 - val_acc: 0.4000
Epoch 49/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8877 - acc: 0.6097 - val_loss: 3.3343 - val_acc: 0.4056
Epoch 50/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9028 - acc: 0.5917 - val_loss: 3.2869 - val_acc: 0.4056
Epoch 51/2000
720/720 [==============================] - 0s 31us/step - loss: 0.9346 - acc: 0.5667 - val_loss: 3.2392 - val_acc: 0.4167
Epoch 52/2000
720/720 [==============================] - 0s 0us/step - loss: 0.9170 - acc: 0.6111 - val_loss: 3.1970 - val_acc: 0.4167
Epoch 53/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9407 - acc: 0.5903 - val_loss: 3.1524 - val_acc: 0.4278
Epoch 54/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8604 - acc: 0.6208 - val_loss: 3.1099 - val_acc: 0.4444
Epoch 55/2000
720/720 [==============================] - 0s 22us/step - loss: 0.9082 - acc: 0.5958 - val_loss: 3.0689 - val_acc: 0.4444
Epoch 56/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8726 - acc: 0.6208 - val_loss: 3.0307 - val_acc: 0.4500
Epoch 57/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8835 - acc: 0.6222 - val_loss: 2.9942 - val_acc: 0.4556
Epoch 58/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8547 - acc: 0.6333 - val_loss: 2.9594 - val_acc: 0.4611
Epoch 59/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8905 - acc: 0.6389 - val_loss: 2.9237 - val_acc: 0.4778
Epoch 60/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8616 - acc: 0.6361 - val_loss: 2.8868 - val_acc: 0.4889
Epoch 61/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8769 - acc: 0.6278 - val_loss: 2.8527 - val_acc: 0.4944
Epoch 62/2000
720/720 [==============================] - 0s 31us/step - loss: 0.8879 - acc: 0.6333 - val_loss: 2.8253 - val_acc: 0.4833
Epoch 63/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8402 - acc: 0.6347 - val_loss: 2.7953 - val_acc: 0.4833
Epoch 64/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8676 - acc: 0.6306 - val_loss: 2.7615 - val_acc: 0.4833
Epoch 65/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8430 - acc: 0.6361 - val_loss: 2.7294 - val_acc: 0.4889
Epoch 66/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8785 - acc: 0.6306 - val_loss: 2.6998 - val_acc: 0.4833
Epoch 67/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8292 - acc: 0.6514 - val_loss: 2.6689 - val_acc: 0.4889
Epoch 68/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8884 - acc: 0.6111 - val_loss: 2.6388 - val_acc: 0.4889
Epoch 69/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8299 - acc: 0.6319 - val_loss: 2.6105 - val_acc: 0.4778
Epoch 70/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8493 - acc: 0.6361 - val_loss: 2.5840 - val_acc: 0.4778
Epoch 71/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8440 - acc: 0.6569 - val_loss: 2.5604 - val_acc: 0.4778
Epoch 72/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8209 - acc: 0.6458 - val_loss: 2.5359 - val_acc: 0.4722
Epoch 73/2000
720/720 [==============================] - 0s 9us/step - loss: 0.8461 - acc: 0.6361 - val_loss: 2.5108 - val_acc: 0.4722
Epoch 74/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8977 - acc: 0.6125 - val_loss: 2.4894 - val_acc: 0.4667
Epoch 75/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8070 - acc: 0.6500 - val_loss: 2.4691 - val_acc: 0.4667
Epoch 76/2000
720/720 [==============================] - 0s 26us/step - loss: 0.8550 - acc: 0.6319 - val_loss: 2.4505 - val_acc: 0.4667
Epoch 77/2000
720/720 [==============================] - 0s 18us/step - loss: 0.8012 - acc: 0.6583 - val_loss: 2.4298 - val_acc: 0.4667
Epoch 78/2000
720/720 [==============================] - 0s 33us/step - loss: 0.8219 - acc: 0.6347 - val_loss: 2.4071 - val_acc: 0.4667
Epoch 79/2000
720/720 [==============================] - 0s 36us/step - loss: 0.8468 - acc: 0.6569 - val_loss: 2.3872 - val_acc: 0.4611
Epoch 80/2000
720/720 [==============================] - 0s 22us/step - loss: 0.8491 - acc: 0.6444 - val_loss: 2.3663 - val_acc: 0.4611
Epoch 81/2000
720/720 [==============================] - 0s 24us/step - loss: 0.8614 - acc: 0.6375 - val_loss: 2.3469 - val_acc: 0.4611
Epoch 82/2000
720/720 [==============================] - 0s 40us/step - loss: 0.7975 - acc: 0.6542 - val_loss: 2.3263 - val_acc: 0.4556
Epoch 83/2000
720/720 [==============================] - 0s 25us/step - loss: 0.8266 - acc: 0.6236 - val_loss: 2.3057 - val_acc: 0.4611
Epoch 84/2000
720/720 [==============================] - 0s 40us/step - loss: 0.8279 - acc: 0.6361 - val_loss: 2.2817 - val_acc: 0.4611
Epoch 85/2000
720/720 [==============================] - 0s 25us/step - loss: 0.8272 - acc: 0.6528 - val_loss: 2.2582 - val_acc: 0.4667
Epoch 86/2000
720/720 [==============================] - 0s 40us/step - loss: 0.7969 - acc: 0.6653 - val_loss: 2.2346 - val_acc: 0.4778
Epoch 87/2000
720/720 [==============================] - 0s 29us/step - loss: 0.8298 - acc: 0.6736 - val_loss: 2.2098 - val_acc: 0.4833
Epoch 88/2000
720/720 [==============================] - 0s 35us/step - loss: 0.7910 - acc: 0.6639 - val_loss: 2.1830 - val_acc: 0.4833
Epoch 89/2000
720/720 [==============================] - 0s 24us/step - loss: 0.8670 - acc: 0.6444 - val_loss: 2.1581 - val_acc: 0.4833
Epoch 90/2000
720/720 [==============================] - 0s 31us/step - loss: 0.8174 - acc: 0.6403 - val_loss: 2.1344 - val_acc: 0.4944
Epoch 91/2000
720/720 [==============================] - 0s 35us/step - loss: 0.8270 - acc: 0.6458 - val_loss: 2.1098 - val_acc: 0.5000
Epoch 92/2000
720/720 [==============================] - 0s 24us/step - loss: 0.7984 - acc: 0.6611 - val_loss: 2.0877 - val_acc: 0.5056
Epoch 93/2000
720/720 [==============================] - 0s 32us/step - loss: 0.7857 - acc: 0.6667 - val_loss: 2.0663 - val_acc: 0.5056
Epoch 94/2000
720/720 [==============================] - 0s 36us/step - loss: 0.8376 - acc: 0.6403 - val_loss: 2.0438 - val_acc: 0.5111
Epoch 95/2000
720/720 [==============================] - 0s 44us/step - loss: 0.8147 - acc: 0.6639 - val_loss: 2.0186 - val_acc: 0.5111
Epoch 96/2000
720/720 [==============================] - 0s 40us/step - loss: 0.8211 - acc: 0.6681 - val_loss: 1.9935 - val_acc: 0.5111
Epoch 97/2000
720/720 [==============================] - 0s 24us/step - loss: 0.8054 - acc: 0.6569 - val_loss: 1.9701 - val_acc: 0.5056
Epoch 98/2000
720/720 [==============================] - 0s 29us/step - loss: 0.7921 - acc: 0.6792 - val_loss: 1.9462 - val_acc: 0.5056
Epoch 99/2000
720/720 [==============================] - 0s 32us/step - loss: 0.8254 - acc: 0.6542 - val_loss: 1.9241 - val_acc: 0.4944
Epoch 100/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7943 - acc: 0.6722 - val_loss: 1.9015 - val_acc: 0.4944
Epoch 101/2000
720/720 [==============================] - 0s 32us/step - loss: 0.8092 - acc: 0.6431 - val_loss: 1.8778 - val_acc: 0.5000
Epoch 102/2000
720/720 [==============================] - 0s 36us/step - loss: 0.8153 - acc: 0.6542 - val_loss: 1.8567 - val_acc: 0.5000
Epoch 103/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7886 - acc: 0.6694 - val_loss: 1.8352 - val_acc: 0.5000
Epoch 104/2000
720/720 [==============================] - 0s 26us/step - loss: 0.7849 - acc: 0.6611 - val_loss: 1.8131 - val_acc: 0.4944
Epoch 105/2000
720/720 [==============================] - 0s 33us/step - loss: 0.8071 - acc: 0.6611 - val_loss: 1.7921 - val_acc: 0.4889
Epoch 106/2000
720/720 [==============================] - 0s 24us/step - loss: 0.8320 - acc: 0.6486 - val_loss: 1.7702 - val_acc: 0.4889
Epoch 107/2000
720/720 [==============================] - 0s 42us/step - loss: 0.8228 - acc: 0.6611 - val_loss: 1.7496 - val_acc: 0.4889
Epoch 108/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7733 - acc: 0.6764 - val_loss: 1.7301 - val_acc: 0.4944
Epoch 109/2000
720/720 [==============================] - 0s 31us/step - loss: 0.8110 - acc: 0.6694 - val_loss: 1.7110 - val_acc: 0.4944
Epoch 110/2000
720/720 [==============================] - 0s 32us/step - loss: 0.7933 - acc: 0.6708 - val_loss: 1.6926 - val_acc: 0.4944
Epoch 111/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7941 - acc: 0.6750 - val_loss: 1.6749 - val_acc: 0.4944
Epoch 112/2000
720/720 [==============================] - 0s 28us/step - loss: 0.7918 - acc: 0.6569 - val_loss: 1.6597 - val_acc: 0.5000
Epoch 113/2000
720/720 [==============================] - 0s 21us/step - loss: 0.8021 - acc: 0.6750 - val_loss: 1.6453 - val_acc: 0.5000
Epoch 114/2000
720/720 [==============================] - 0s 35us/step - loss: 0.7998 - acc: 0.6792 - val_loss: 1.6301 - val_acc: 0.5056
Epoch 115/2000
720/720 [==============================] - 0s 31us/step - loss: 0.7859 - acc: 0.6694 - val_loss: 1.6173 - val_acc: 0.5056
Epoch 116/2000
720/720 [==============================] - 0s 19us/step - loss: 0.7858 - acc: 0.6708 - val_loss: 1.6044 - val_acc: 0.5056
Epoch 117/2000
720/720 [==============================] - 0s 21us/step - loss: 0.7982 - acc: 0.6528 - val_loss: 1.5911 - val_acc: 0.5056
Epoch 118/2000
720/720 [==============================] - 0s 21us/step - loss: 0.7945 - acc: 0.6625 - val_loss: 1.5782 - val_acc: 0.5056
Epoch 119/2000
720/720 [==============================] - 0s 24us/step - loss: 0.8192 - acc: 0.6597 - val_loss: 1.5643 - val_acc: 0.5056
Epoch 120/2000
720/720 [==============================] - 0s 21us/step - loss: 0.7689 - acc: 0.6889 - val_loss: 1.5523 - val_acc: 0.5000
Epoch 121/2000
720/720 [==============================] - 0s 21us/step - loss: 0.7542 - acc: 0.6903 - val_loss: 1.5424 - val_acc: 0.4944
Epoch 122/2000
720/720 [==============================] - 0s 26us/step - loss: 0.7954 - acc: 0.6764 - val_loss: 1.5325 - val_acc: 0.4944
Epoch 123/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7837 - acc: 0.6875 - val_loss: 1.5209 - val_acc: 0.5000
Epoch 124/2000
720/720 [==============================] - 0s 14us/step - loss: 0.7739 - acc: 0.6542 - val_loss: 1.5083 - val_acc: 0.5000
Epoch 125/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7506 - acc: 0.6694 - val_loss: 1.4961 - val_acc: 0.4944
Epoch 126/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7664 - acc: 0.6708 - val_loss: 1.4834 - val_acc: 0.4944
Epoch 127/2000
720/720 [==============================] - 0s 2us/step - loss: 0.7612 - acc: 0.6819 - val_loss: 1.4714 - val_acc: 0.4944
Epoch 128/2000
720/720 [==============================] - 0s 24us/step - loss: 0.7681 - acc: 0.6708 - val_loss: 1.4608 - val_acc: 0.4944
Epoch 129/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7632 - acc: 0.6764 - val_loss: 1.4471 - val_acc: 0.5000
Epoch 130/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7892 - acc: 0.6806 - val_loss: 1.4332 - val_acc: 0.4944
Epoch 131/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7675 - acc: 0.6806 - val_loss: 1.4201 - val_acc: 0.4889
Epoch 132/2000
720/720 [==============================] - 0s 13us/step - loss: 0.8064 - acc: 0.6653 - val_loss: 1.4065 - val_acc: 0.4944
Epoch 133/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7396 - acc: 0.7056 - val_loss: 1.3944 - val_acc: 0.4889
Epoch 134/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7818 - acc: 0.6819 - val_loss: 1.3813 - val_acc: 0.4889
Epoch 135/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7447 - acc: 0.6847 - val_loss: 1.3685 - val_acc: 0.4944
Epoch 136/2000
720/720 [==============================] - 0s 24us/step - loss: 0.7622 - acc: 0.6861 - val_loss: 1.3553 - val_acc: 0.4889
Epoch 137/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7424 - acc: 0.6875 - val_loss: 1.3414 - val_acc: 0.4833
Epoch 138/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7750 - acc: 0.6875 - val_loss: 1.3275 - val_acc: 0.4778
Epoch 139/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7665 - acc: 0.6778 - val_loss: 1.3140 - val_acc: 0.4778
Epoch 140/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7763 - acc: 0.6986 - val_loss: 1.3016 - val_acc: 0.4833
Epoch 141/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7646 - acc: 0.6722 - val_loss: 1.2903 - val_acc: 0.4778
Epoch 142/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7473 - acc: 0.7069 - val_loss: 1.2782 - val_acc: 0.4833
Epoch 143/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8109 - acc: 0.6583 - val_loss: 1.2660 - val_acc: 0.4889
Epoch 144/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7596 - acc: 0.7083 - val_loss: 1.2530 - val_acc: 0.4944
Epoch 145/2000
720/720 [==============================] - 0s 0us/step - loss: 0.8004 - acc: 0.6653 - val_loss: 1.2417 - val_acc: 0.4944
Epoch 146/2000
720/720 [==============================] - 0s 1us/step - loss: 0.7457 - acc: 0.6917 - val_loss: 1.2297 - val_acc: 0.5000
Epoch 147/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7344 - acc: 0.7042 - val_loss: 1.2194 - val_acc: 0.5000
Epoch 148/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7589 - acc: 0.6931 - val_loss: 1.2112 - val_acc: 0.5056
Epoch 149/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7610 - acc: 0.6889 - val_loss: 1.2027 - val_acc: 0.5056
Epoch 150/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7595 - acc: 0.6958 - val_loss: 1.1947 - val_acc: 0.5056
Epoch 151/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7427 - acc: 0.7000 - val_loss: 1.1857 - val_acc: 0.5056
Epoch 152/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7707 - acc: 0.6875 - val_loss: 1.1764 - val_acc: 0.5056
Epoch 153/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7686 - acc: 0.6861 - val_loss: 1.1679 - val_acc: 0.5111
Epoch 154/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7547 - acc: 0.6708 - val_loss: 1.1587 - val_acc: 0.5111
Epoch 155/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6996 - acc: 0.7181 - val_loss: 1.1509 - val_acc: 0.5111
Epoch 156/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7268 - acc: 0.6861 - val_loss: 1.1440 - val_acc: 0.5167
Epoch 157/2000
720/720 [==============================] - 0s 19us/step - loss: 0.7502 - acc: 0.6917 - val_loss: 1.1370 - val_acc: 0.5111
Epoch 158/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7456 - acc: 0.6917 - val_loss: 1.1294 - val_acc: 0.5111
Epoch 159/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7243 - acc: 0.7083 - val_loss: 1.1219 - val_acc: 0.5167
Epoch 160/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7630 - acc: 0.7056 - val_loss: 1.1146 - val_acc: 0.5278
Epoch 161/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7535 - acc: 0.6847 - val_loss: 1.1075 - val_acc: 0.5333
Epoch 162/2000
720/720 [==============================] - 0s 35us/step - loss: 0.7708 - acc: 0.6986 - val_loss: 1.1007 - val_acc: 0.5333
Epoch 163/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7476 - acc: 0.6903 - val_loss: 1.0945 - val_acc: 0.5333
Epoch 164/2000
720/720 [==============================] - 0s 42us/step - loss: 0.7567 - acc: 0.6861 - val_loss: 1.0879 - val_acc: 0.5389
Epoch 165/2000
720/720 [==============================] - 0s 28us/step - loss: 0.7751 - acc: 0.6958 - val_loss: 1.0810 - val_acc: 0.5389
Epoch 166/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7493 - acc: 0.7056 - val_loss: 1.0746 - val_acc: 0.5389
Epoch 167/2000
720/720 [==============================] - 0s 24us/step - loss: 0.7798 - acc: 0.7014 - val_loss: 1.0667 - val_acc: 0.5444
Epoch 168/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7544 - acc: 0.6833 - val_loss: 1.0593 - val_acc: 0.5556
Epoch 169/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7710 - acc: 0.6556 - val_loss: 1.0522 - val_acc: 0.5556
Epoch 170/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7896 - acc: 0.6597 - val_loss: 1.0457 - val_acc: 0.5556
Epoch 171/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7255 - acc: 0.7042 - val_loss: 1.0399 - val_acc: 0.5556
Epoch 172/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7664 - acc: 0.6556 - val_loss: 1.0335 - val_acc: 0.5556
Epoch 173/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7554 - acc: 0.7083 - val_loss: 1.0281 - val_acc: 0.5611
Epoch 174/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7519 - acc: 0.6819 - val_loss: 1.0219 - val_acc: 0.5611
Epoch 175/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7863 - acc: 0.6944 - val_loss: 1.0144 - val_acc: 0.5667
Epoch 176/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7449 - acc: 0.7028 - val_loss: 1.0068 - val_acc: 0.5778
Epoch 177/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7710 - acc: 0.6903 - val_loss: 0.9992 - val_acc: 0.5778
Epoch 178/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7267 - acc: 0.7000 - val_loss: 0.9924 - val_acc: 0.5944
Epoch 179/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7577 - acc: 0.7028 - val_loss: 0.9851 - val_acc: 0.5944
Epoch 180/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7560 - acc: 0.6875 - val_loss: 0.9774 - val_acc: 0.6000
Epoch 181/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7151 - acc: 0.7181 - val_loss: 0.9693 - val_acc: 0.6000
Epoch 182/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7472 - acc: 0.7139 - val_loss: 0.9628 - val_acc: 0.6000
Epoch 183/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7381 - acc: 0.7028 - val_loss: 0.9562 - val_acc: 0.5944
Epoch 184/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7004 - acc: 0.7139 - val_loss: 0.9501 - val_acc: 0.5944
Epoch 185/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7722 - acc: 0.6986 - val_loss: 0.9434 - val_acc: 0.5944
Epoch 186/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7334 - acc: 0.6889 - val_loss: 0.9366 - val_acc: 0.5944
Epoch 187/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7552 - acc: 0.7069 - val_loss: 0.9294 - val_acc: 0.5944
Epoch 188/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7603 - acc: 0.6764 - val_loss: 0.9217 - val_acc: 0.5944
Epoch 189/2000
720/720 [==============================] - 0s 2us/step - loss: 0.7338 - acc: 0.6750 - val_loss: 0.9127 - val_acc: 0.5944
Epoch 190/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7328 - acc: 0.7083 - val_loss: 0.9046 - val_acc: 0.5944
Epoch 191/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7420 - acc: 0.7028 - val_loss: 0.8969 - val_acc: 0.6000
Epoch 192/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7470 - acc: 0.6903 - val_loss: 0.8903 - val_acc: 0.6111
Epoch 193/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7591 - acc: 0.6986 - val_loss: 0.8843 - val_acc: 0.6111
Epoch 194/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7326 - acc: 0.7042 - val_loss: 0.8784 - val_acc: 0.6111
Epoch 195/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7264 - acc: 0.6833 - val_loss: 0.8721 - val_acc: 0.6278
Epoch 196/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7376 - acc: 0.6833 - val_loss: 0.8658 - val_acc: 0.6278
Epoch 197/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7342 - acc: 0.7083 - val_loss: 0.8596 - val_acc: 0.6500
Epoch 198/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7081 - acc: 0.7056 - val_loss: 0.8540 - val_acc: 0.6500
Epoch 199/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7439 - acc: 0.7069 - val_loss: 0.8482 - val_acc: 0.6444
Epoch 200/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7719 - acc: 0.6694 - val_loss: 0.8429 - val_acc: 0.6389
Epoch 201/2000
720/720 [==============================] - 0s 15us/step - loss: 0.7667 - acc: 0.6917 - val_loss: 0.8369 - val_acc: 0.6389
Epoch 202/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7411 - acc: 0.7083 - val_loss: 0.8309 - val_acc: 0.6389
Epoch 203/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7181 - acc: 0.7028 - val_loss: 0.8247 - val_acc: 0.6556
Epoch 204/2000
720/720 [==============================] - 0s 6us/step - loss: 0.7137 - acc: 0.7208 - val_loss: 0.8195 - val_acc: 0.6611
Epoch 205/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7469 - acc: 0.7069 - val_loss: 0.8149 - val_acc: 0.6778
Epoch 206/2000
720/720 [==============================] - 0s 33us/step - loss: 0.7624 - acc: 0.7083 - val_loss: 0.8114 - val_acc: 0.6833
Epoch 207/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7657 - acc: 0.6806 - val_loss: 0.8078 - val_acc: 0.6833
Epoch 208/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6885 - acc: 0.7319 - val_loss: 0.8036 - val_acc: 0.6833
Epoch 209/2000
720/720 [==============================] - 0s 10us/step - loss: 0.7105 - acc: 0.6931 - val_loss: 0.7990 - val_acc: 0.6833
Epoch 210/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7391 - acc: 0.6875 - val_loss: 0.7939 - val_acc: 0.6833
Epoch 211/2000
720/720 [==============================] - 0s 30us/step - loss: 0.7009 - acc: 0.6986 - val_loss: 0.7899 - val_acc: 0.6833
Epoch 212/2000
720/720 [==============================] - 0s 12us/step - loss: 0.7164 - acc: 0.6986 - val_loss: 0.7856 - val_acc: 0.6944
Epoch 213/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7345 - acc: 0.7000 - val_loss: 0.7812 - val_acc: 0.6944
Epoch 214/2000
720/720 [==============================] - 0s 11us/step - loss: 0.7062 - acc: 0.7097 - val_loss: 0.7776 - val_acc: 0.6944
Epoch 215/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7290 - acc: 0.7056 - val_loss: 0.7731 - val_acc: 0.6944
Epoch 216/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7251 - acc: 0.7125 - val_loss: 0.7701 - val_acc: 0.6944
Epoch 217/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7119 - acc: 0.6986 - val_loss: 0.7674 - val_acc: 0.6944
Epoch 218/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7501 - acc: 0.6861 - val_loss: 0.7636 - val_acc: 0.6944
Epoch 219/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7282 - acc: 0.7056 - val_loss: 0.7599 - val_acc: 0.6944
Epoch 220/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7567 - acc: 0.6736 - val_loss: 0.7570 - val_acc: 0.7056
Epoch 221/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7203 - acc: 0.7083 - val_loss: 0.7539 - val_acc: 0.7056
Epoch 222/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7325 - acc: 0.7292 - val_loss: 0.7511 - val_acc: 0.7056
Epoch 223/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7152 - acc: 0.7208 - val_loss: 0.7482 - val_acc: 0.7056
Epoch 224/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7098 - acc: 0.7097 - val_loss: 0.7451 - val_acc: 0.7111
Epoch 225/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7380 - acc: 0.7028 - val_loss: 0.7422 - val_acc: 0.7111
Epoch 226/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6910 - acc: 0.7208 - val_loss: 0.7390 - val_acc: 0.7056
Epoch 227/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7534 - acc: 0.7097 - val_loss: 0.7359 - val_acc: 0.7111
Epoch 228/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7557 - acc: 0.6931 - val_loss: 0.7328 - val_acc: 0.7167
Epoch 229/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7178 - acc: 0.7236 - val_loss: 0.7297 - val_acc: 0.7222
Epoch 230/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7195 - acc: 0.7181 - val_loss: 0.7263 - val_acc: 0.7222
Epoch 231/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7120 - acc: 0.7153 - val_loss: 0.7219 - val_acc: 0.7222
Epoch 232/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7030 - acc: 0.7222 - val_loss: 0.7174 - val_acc: 0.7222
Epoch 233/2000
720/720 [==============================] - 0s 9us/step - loss: 0.7038 - acc: 0.7167 - val_loss: 0.7126 - val_acc: 0.7222
Epoch 234/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7345 - acc: 0.6944 - val_loss: 0.7080 - val_acc: 0.7222
Epoch 235/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6915 - acc: 0.7319 - val_loss: 0.7035 - val_acc: 0.7222
Epoch 236/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7289 - acc: 0.7056 - val_loss: 0.6986 - val_acc: 0.7167
Epoch 237/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7356 - acc: 0.6944 - val_loss: 0.6946 - val_acc: 0.7167
Epoch 238/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7115 - acc: 0.7139 - val_loss: 0.6907 - val_acc: 0.7222
Epoch 239/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7087 - acc: 0.7083 - val_loss: 0.6875 - val_acc: 0.7333
Epoch 240/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6919 - acc: 0.7236 - val_loss: 0.6848 - val_acc: 0.7333
Epoch 241/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7087 - acc: 0.7014 - val_loss: 0.6822 - val_acc: 0.7278
Epoch 242/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7409 - acc: 0.7028 - val_loss: 0.6804 - val_acc: 0.7278
Epoch 243/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6772 - acc: 0.7236 - val_loss: 0.6792 - val_acc: 0.7333
Epoch 244/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7207 - acc: 0.6986 - val_loss: 0.6781 - val_acc: 0.7333
Epoch 245/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7123 - acc: 0.7222 - val_loss: 0.6770 - val_acc: 0.7333
Epoch 246/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6994 - acc: 0.7153 - val_loss: 0.6758 - val_acc: 0.7333
Epoch 247/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7311 - acc: 0.7111 - val_loss: 0.6744 - val_acc: 0.7333
Epoch 248/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7249 - acc: 0.6958 - val_loss: 0.6728 - val_acc: 0.7389
Epoch 249/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7506 - acc: 0.6903 - val_loss: 0.6714 - val_acc: 0.7389
Epoch 250/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7179 - acc: 0.7153 - val_loss: 0.6699 - val_acc: 0.7389
Epoch 251/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7368 - acc: 0.6917 - val_loss: 0.6680 - val_acc: 0.7389
Epoch 252/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7283 - acc: 0.7181 - val_loss: 0.6667 - val_acc: 0.7389
Epoch 253/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7144 - acc: 0.7153 - val_loss: 0.6656 - val_acc: 0.7389
Epoch 254/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7474 - acc: 0.6958 - val_loss: 0.6645 - val_acc: 0.7389
Epoch 255/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7384 - acc: 0.6986 - val_loss: 0.6637 - val_acc: 0.7389
Epoch 256/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7189 - acc: 0.7083 - val_loss: 0.6627 - val_acc: 0.7389
Epoch 257/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7058 - acc: 0.7097 - val_loss: 0.6613 - val_acc: 0.7333
Epoch 258/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6966 - acc: 0.7139 - val_loss: 0.6600 - val_acc: 0.7333
Epoch 259/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7205 - acc: 0.6833 - val_loss: 0.6586 - val_acc: 0.7333
Epoch 260/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7036 - acc: 0.7167 - val_loss: 0.6567 - val_acc: 0.7333
Epoch 261/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7032 - acc: 0.7097 - val_loss: 0.6547 - val_acc: 0.7333
Epoch 262/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6967 - acc: 0.7056 - val_loss: 0.6530 - val_acc: 0.7333
Epoch 263/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7047 - acc: 0.7167 - val_loss: 0.6517 - val_acc: 0.7333
Epoch 264/2000
720/720 [==============================] - 0s 31us/step - loss: 0.7115 - acc: 0.7278 - val_loss: 0.6508 - val_acc: 0.7389
Epoch 265/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7149 - acc: 0.7236 - val_loss: 0.6499 - val_acc: 0.7389
Epoch 266/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7090 - acc: 0.7139 - val_loss: 0.6494 - val_acc: 0.7444
Epoch 267/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7035 - acc: 0.7264 - val_loss: 0.6488 - val_acc: 0.7444
Epoch 268/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7142 - acc: 0.7125 - val_loss: 0.6482 - val_acc: 0.7444
Epoch 269/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6954 - acc: 0.7167 - val_loss: 0.6472 - val_acc: 0.7444
Epoch 270/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6955 - acc: 0.7431 - val_loss: 0.6458 - val_acc: 0.7389
Epoch 271/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6884 - acc: 0.7181 - val_loss: 0.6447 - val_acc: 0.7389
Epoch 272/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7009 - acc: 0.7222 - val_loss: 0.6434 - val_acc: 0.7278
Epoch 273/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6879 - acc: 0.7264 - val_loss: 0.6423 - val_acc: 0.7222
Epoch 274/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7308 - acc: 0.7014 - val_loss: 0.6414 - val_acc: 0.7222
Epoch 275/2000
720/720 [==============================] - 0s 9us/step - loss: 0.6797 - acc: 0.7181 - val_loss: 0.6404 - val_acc: 0.7222
Epoch 276/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6998 - acc: 0.7181 - val_loss: 0.6392 - val_acc: 0.7222
Epoch 277/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6811 - acc: 0.7236 - val_loss: 0.6379 - val_acc: 0.7222
Epoch 278/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7124 - acc: 0.7042 - val_loss: 0.6369 - val_acc: 0.7222
Epoch 279/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7104 - acc: 0.6972 - val_loss: 0.6359 - val_acc: 0.7222
Epoch 280/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6975 - acc: 0.7111 - val_loss: 0.6348 - val_acc: 0.7278
Epoch 281/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7094 - acc: 0.7306 - val_loss: 0.6338 - val_acc: 0.7278
Epoch 282/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7187 - acc: 0.7167 - val_loss: 0.6330 - val_acc: 0.7278
Epoch 283/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7091 - acc: 0.7056 - val_loss: 0.6328 - val_acc: 0.7278
Epoch 284/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6892 - acc: 0.7333 - val_loss: 0.6326 - val_acc: 0.7278
Epoch 285/2000
720/720 [==============================] - 0s 6us/step - loss: 0.7385 - acc: 0.7097 - val_loss: 0.6319 - val_acc: 0.7278
Epoch 286/2000
720/720 [==============================] - 0s 17us/step - loss: 0.7236 - acc: 0.7153 - val_loss: 0.6314 - val_acc: 0.7278
Epoch 287/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7130 - acc: 0.7181 - val_loss: 0.6305 - val_acc: 0.7333
Epoch 288/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7108 - acc: 0.7111 - val_loss: 0.6299 - val_acc: 0.7333
Epoch 289/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7181 - acc: 0.7056 - val_loss: 0.6288 - val_acc: 0.7389
Epoch 290/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6863 - acc: 0.7347 - val_loss: 0.6276 - val_acc: 0.7389
Epoch 291/2000
720/720 [==============================] - 0s 23us/step - loss: 0.7054 - acc: 0.7097 - val_loss: 0.6263 - val_acc: 0.7389
Epoch 292/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7094 - acc: 0.7042 - val_loss: 0.6254 - val_acc: 0.7389
Epoch 293/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6866 - acc: 0.7333 - val_loss: 0.6245 - val_acc: 0.7389
Epoch 294/2000
720/720 [==============================] - 0s 14us/step - loss: 0.7052 - acc: 0.7250 - val_loss: 0.6237 - val_acc: 0.7389
Epoch 295/2000
720/720 [==============================] - 0s 14us/step - loss: 0.7257 - acc: 0.7042 - val_loss: 0.6229 - val_acc: 0.7389
Epoch 296/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6955 - acc: 0.7306 - val_loss: 0.6214 - val_acc: 0.7389
Epoch 297/2000
720/720 [==============================] - 0s 13us/step - loss: 0.7138 - acc: 0.7181 - val_loss: 0.6200 - val_acc: 0.7389
Epoch 298/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6916 - acc: 0.7264 - val_loss: 0.6189 - val_acc: 0.7444
Epoch 299/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6964 - acc: 0.7264 - val_loss: 0.6173 - val_acc: 0.7444
Epoch 300/2000
720/720 [==============================] - 0s 6us/step - loss: 0.6883 - acc: 0.7278 - val_loss: 0.6155 - val_acc: 0.7444
Epoch 301/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7185 - acc: 0.7056 - val_loss: 0.6138 - val_acc: 0.7444
Epoch 302/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7142 - acc: 0.7167 - val_loss: 0.6119 - val_acc: 0.7500
Epoch 303/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6619 - acc: 0.7389 - val_loss: 0.6101 - val_acc: 0.7500
Epoch 304/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6991 - acc: 0.7139 - val_loss: 0.6084 - val_acc: 0.7556
Epoch 305/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7131 - acc: 0.7139 - val_loss: 0.6067 - val_acc: 0.7611
Epoch 306/2000
720/720 [==============================] - 0s 14us/step - loss: 0.7153 - acc: 0.6917 - val_loss: 0.6046 - val_acc: 0.7722
Epoch 307/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7235 - acc: 0.7042 - val_loss: 0.6029 - val_acc: 0.7778
Epoch 308/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7278 - acc: 0.7028 - val_loss: 0.6015 - val_acc: 0.7778
Epoch 309/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6845 - acc: 0.7375 - val_loss: 0.6004 - val_acc: 0.7722
Epoch 310/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6953 - acc: 0.7125 - val_loss: 0.5994 - val_acc: 0.7722
Epoch 311/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6851 - acc: 0.7194 - val_loss: 0.5982 - val_acc: 0.7722
Epoch 312/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6913 - acc: 0.7236 - val_loss: 0.5972 - val_acc: 0.7722
Epoch 313/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6902 - acc: 0.7236 - val_loss: 0.5966 - val_acc: 0.7722
Epoch 314/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6860 - acc: 0.7444 - val_loss: 0.5961 - val_acc: 0.7778
Epoch 315/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7053 - acc: 0.7222 - val_loss: 0.5960 - val_acc: 0.7778
Epoch 316/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7062 - acc: 0.7083 - val_loss: 0.5959 - val_acc: 0.7722
Epoch 317/2000
720/720 [==============================] - 0s 9us/step - loss: 0.6959 - acc: 0.7361 - val_loss: 0.5956 - val_acc: 0.7722
Epoch 318/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6764 - acc: 0.7528 - val_loss: 0.5955 - val_acc: 0.7722
Epoch 319/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6870 - acc: 0.7292 - val_loss: 0.5952 - val_acc: 0.7722
Epoch 320/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6739 - acc: 0.7333 - val_loss: 0.5949 - val_acc: 0.7722
Epoch 321/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6961 - acc: 0.7194 - val_loss: 0.5946 - val_acc: 0.7722
Epoch 322/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6715 - acc: 0.7264 - val_loss: 0.5944 - val_acc: 0.7722
Epoch 323/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6773 - acc: 0.7250 - val_loss: 0.5944 - val_acc: 0.7667
Epoch 324/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6854 - acc: 0.7097 - val_loss: 0.5942 - val_acc: 0.7722
Epoch 325/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6877 - acc: 0.7278 - val_loss: 0.5941 - val_acc: 0.7722
Epoch 326/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6688 - acc: 0.7375 - val_loss: 0.5936 - val_acc: 0.7667
Epoch 327/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6624 - acc: 0.7306 - val_loss: 0.5928 - val_acc: 0.7667
Epoch 328/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6842 - acc: 0.7111 - val_loss: 0.5919 - val_acc: 0.7667
Epoch 329/2000
720/720 [==============================] - 0s 2us/step - loss: 0.7146 - acc: 0.7208 - val_loss: 0.5911 - val_acc: 0.7722
Epoch 330/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6798 - acc: 0.7417 - val_loss: 0.5907 - val_acc: 0.7722
Epoch 331/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6852 - acc: 0.7181 - val_loss: 0.5900 - val_acc: 0.7722
Epoch 332/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6781 - acc: 0.7181 - val_loss: 0.5895 - val_acc: 0.7722
Epoch 333/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6738 - acc: 0.7375 - val_loss: 0.5891 - val_acc: 0.7722
Epoch 334/2000
720/720 [==============================] - 0s 2us/step - loss: 0.6952 - acc: 0.7361 - val_loss: 0.5886 - val_acc: 0.7722
Epoch 335/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6752 - acc: 0.7278 - val_loss: 0.5882 - val_acc: 0.7722
Epoch 336/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6750 - acc: 0.7347 - val_loss: 0.5876 - val_acc: 0.7722
Epoch 337/2000
720/720 [==============================] - 0s 10us/step - loss: 0.7051 - acc: 0.7222 - val_loss: 0.5870 - val_acc: 0.7722
Epoch 338/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6898 - acc: 0.7167 - val_loss: 0.5863 - val_acc: 0.7722
Epoch 339/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7033 - acc: 0.7306 - val_loss: 0.5858 - val_acc: 0.7722
Epoch 340/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6784 - acc: 0.7278 - val_loss: 0.5852 - val_acc: 0.7722
Epoch 341/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6960 - acc: 0.7375 - val_loss: 0.5848 - val_acc: 0.7722
Epoch 342/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6949 - acc: 0.7250 - val_loss: 0.5846 - val_acc: 0.7778
Epoch 343/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6878 - acc: 0.7333 - val_loss: 0.5845 - val_acc: 0.7722
Epoch 344/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6923 - acc: 0.7139 - val_loss: 0.5843 - val_acc: 0.7722
Epoch 345/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6836 - acc: 0.7333 - val_loss: 0.5836 - val_acc: 0.7722
Epoch 346/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6748 - acc: 0.7264 - val_loss: 0.5833 - val_acc: 0.7722
Epoch 347/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6853 - acc: 0.7292 - val_loss: 0.5827 - val_acc: 0.7722
Epoch 348/2000
720/720 [==============================] - 0s 23us/step - loss: 0.6800 - acc: 0.7236 - val_loss: 0.5820 - val_acc: 0.7722
Epoch 349/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6809 - acc: 0.7375 - val_loss: 0.5814 - val_acc: 0.7722
Epoch 350/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6973 - acc: 0.7292 - val_loss: 0.5811 - val_acc: 0.7722
Epoch 351/2000
720/720 [==============================] - 0s 10us/step - loss: 0.6776 - acc: 0.7375 - val_loss: 0.5807 - val_acc: 0.7778
Epoch 352/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6818 - acc: 0.7278 - val_loss: 0.5800 - val_acc: 0.7778
Epoch 353/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6891 - acc: 0.7264 - val_loss: 0.5797 - val_acc: 0.7778
Epoch 354/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6856 - acc: 0.7278 - val_loss: 0.5797 - val_acc: 0.7833
Epoch 355/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6972 - acc: 0.7333 - val_loss: 0.5797 - val_acc: 0.7833
Epoch 356/2000
720/720 [==============================] - 0s 23us/step - loss: 0.6791 - acc: 0.7208 - val_loss: 0.5797 - val_acc: 0.7833
Epoch 357/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6567 - acc: 0.7375 - val_loss: 0.5799 - val_acc: 0.7778
Epoch 358/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6796 - acc: 0.7417 - val_loss: 0.5798 - val_acc: 0.7778
Epoch 359/2000
720/720 [==============================] - 0s 8us/step - loss: 0.6520 - acc: 0.7347 - val_loss: 0.5798 - val_acc: 0.7833
Epoch 360/2000
720/720 [==============================] - 0s 10us/step - loss: 0.7062 - acc: 0.7333 - val_loss: 0.5796 - val_acc: 0.7778
Epoch 361/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6676 - acc: 0.7250 - val_loss: 0.5792 - val_acc: 0.7778
Epoch 362/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6752 - acc: 0.7403 - val_loss: 0.5794 - val_acc: 0.7778
Epoch 363/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6748 - acc: 0.7375 - val_loss: 0.5795 - val_acc: 0.7778
Epoch 364/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6791 - acc: 0.7250 - val_loss: 0.5793 - val_acc: 0.7778
Epoch 365/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6895 - acc: 0.7236 - val_loss: 0.5790 - val_acc: 0.7778
Epoch 366/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6887 - acc: 0.7347 - val_loss: 0.5784 - val_acc: 0.7778
Epoch 367/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6822 - acc: 0.7375 - val_loss: 0.5777 - val_acc: 0.7778
Epoch 368/2000
720/720 [==============================] - 0s 22us/step - loss: 0.7125 - acc: 0.7042 - val_loss: 0.5768 - val_acc: 0.7778
Epoch 369/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6887 - acc: 0.7167 - val_loss: 0.5763 - val_acc: 0.7778
Epoch 370/2000
720/720 [==============================] - 0s 31us/step - loss: 0.7090 - acc: 0.7181 - val_loss: 0.5756 - val_acc: 0.7778
Epoch 371/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6880 - acc: 0.7264 - val_loss: 0.5748 - val_acc: 0.7833
Epoch 372/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6689 - acc: 0.7181 - val_loss: 0.5740 - val_acc: 0.7833
Epoch 373/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6596 - acc: 0.7417 - val_loss: 0.5734 - val_acc: 0.7833
Epoch 374/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6835 - acc: 0.7486 - val_loss: 0.5728 - val_acc: 0.7833
Epoch 375/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7040 - acc: 0.7319 - val_loss: 0.5723 - val_acc: 0.7833
Epoch 376/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6797 - acc: 0.7236 - val_loss: 0.5718 - val_acc: 0.7833
Epoch 377/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6907 - acc: 0.7417 - val_loss: 0.5714 - val_acc: 0.7889
Epoch 378/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7066 - acc: 0.7236 - val_loss: 0.5710 - val_acc: 0.7889
Epoch 379/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6884 - acc: 0.7208 - val_loss: 0.5706 - val_acc: 0.7833
Epoch 380/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6729 - acc: 0.7250 - val_loss: 0.5704 - val_acc: 0.7889
Epoch 381/2000
720/720 [==============================] - 0s 31us/step - loss: 0.6570 - acc: 0.7528 - val_loss: 0.5701 - val_acc: 0.7889
Epoch 382/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6853 - acc: 0.7319 - val_loss: 0.5702 - val_acc: 0.7944
Epoch 383/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6894 - acc: 0.7306 - val_loss: 0.5703 - val_acc: 0.7944
Epoch 384/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6441 - acc: 0.7431 - val_loss: 0.5704 - val_acc: 0.8000
Epoch 385/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6900 - acc: 0.7236 - val_loss: 0.5706 - val_acc: 0.8000
Epoch 386/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6861 - acc: 0.7236 - val_loss: 0.5706 - val_acc: 0.8000
Epoch 387/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6656 - acc: 0.7444 - val_loss: 0.5707 - val_acc: 0.8000
Epoch 388/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6759 - acc: 0.7347 - val_loss: 0.5709 - val_acc: 0.8000
Epoch 389/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6551 - acc: 0.7417 - val_loss: 0.5710 - val_acc: 0.8000
Epoch 390/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6860 - acc: 0.7222 - val_loss: 0.5708 - val_acc: 0.7944
Epoch 391/2000
720/720 [==============================] - 0s 6us/step - loss: 0.6901 - acc: 0.7264 - val_loss: 0.5706 - val_acc: 0.7944
Epoch 392/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6557 - acc: 0.7208 - val_loss: 0.5701 - val_acc: 0.7944
Epoch 393/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6841 - acc: 0.7250 - val_loss: 0.5701 - val_acc: 0.7889
Epoch 394/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6913 - acc: 0.7208 - val_loss: 0.5701 - val_acc: 0.7889
Epoch 395/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6719 - acc: 0.7431 - val_loss: 0.5700 - val_acc: 0.7889
Epoch 396/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6627 - acc: 0.7292 - val_loss: 0.5702 - val_acc: 0.7889
Epoch 397/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6549 - acc: 0.7472 - val_loss: 0.5708 - val_acc: 0.7944
Epoch 398/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6656 - acc: 0.7542 - val_loss: 0.5716 - val_acc: 0.7889
Epoch 399/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6859 - acc: 0.7444 - val_loss: 0.5728 - val_acc: 0.7889
Epoch 400/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6587 - acc: 0.7389 - val_loss: 0.5743 - val_acc: 0.7833
Epoch 401/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6666 - acc: 0.7444 - val_loss: 0.5749 - val_acc: 0.7833
Epoch 402/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6553 - acc: 0.7361 - val_loss: 0.5758 - val_acc: 0.7833
Epoch 403/2000
720/720 [==============================] - 0s 58us/step - loss: 0.6953 - acc: 0.7181 - val_loss: 0.5763 - val_acc: 0.7778
Epoch 404/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6582 - acc: 0.7306 - val_loss: 0.5769 - val_acc: 0.7778
Epoch 405/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6770 - acc: 0.7347 - val_loss: 0.5776 - val_acc: 0.7778
Epoch 406/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6799 - acc: 0.7264 - val_loss: 0.5782 - val_acc: 0.7778
Epoch 407/2000
720/720 [==============================] - 0s 36us/step - loss: 0.6868 - acc: 0.7375 - val_loss: 0.5787 - val_acc: 0.7778
Epoch 408/2000
720/720 [==============================] - 0s 47us/step - loss: 0.6779 - acc: 0.7236 - val_loss: 0.5789 - val_acc: 0.7778
Epoch 409/2000
720/720 [==============================] - 0s 39us/step - loss: 0.6677 - acc: 0.7431 - val_loss: 0.5791 - val_acc: 0.7778
Epoch 410/2000
720/720 [==============================] - 0s 39us/step - loss: 0.7085 - acc: 0.7222 - val_loss: 0.5790 - val_acc: 0.7778
Epoch 411/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6786 - acc: 0.7431 - val_loss: 0.5793 - val_acc: 0.7833
Epoch 412/2000
720/720 [==============================] - 0s 35us/step - loss: 0.6648 - acc: 0.7431 - val_loss: 0.5793 - val_acc: 0.7833
Epoch 413/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6747 - acc: 0.7486 - val_loss: 0.5793 - val_acc: 0.7833
Epoch 414/2000
720/720 [==============================] - 0s 35us/step - loss: 0.6536 - acc: 0.7403 - val_loss: 0.5786 - val_acc: 0.7833
Epoch 415/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6966 - acc: 0.7236 - val_loss: 0.5779 - val_acc: 0.7833
Epoch 416/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6747 - acc: 0.7333 - val_loss: 0.5769 - val_acc: 0.7833
Epoch 417/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6723 - acc: 0.7361 - val_loss: 0.5754 - val_acc: 0.7833
Epoch 418/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6795 - acc: 0.7389 - val_loss: 0.5739 - val_acc: 0.7833
Epoch 419/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6995 - acc: 0.7333 - val_loss: 0.5724 - val_acc: 0.7889
Epoch 420/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6997 - acc: 0.7250 - val_loss: 0.5707 - val_acc: 0.7889
Epoch 421/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6945 - acc: 0.7153 - val_loss: 0.5690 - val_acc: 0.7944
Epoch 422/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6639 - acc: 0.7486 - val_loss: 0.5671 - val_acc: 0.7944
Epoch 423/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6402 - acc: 0.7347 - val_loss: 0.5654 - val_acc: 0.8000
Epoch 424/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6956 - acc: 0.7181 - val_loss: 0.5639 - val_acc: 0.8000
Epoch 425/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6791 - acc: 0.7486 - val_loss: 0.5631 - val_acc: 0.8000
Epoch 426/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6744 - acc: 0.7389 - val_loss: 0.5621 - val_acc: 0.8000
Epoch 427/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6738 - acc: 0.7417 - val_loss: 0.5615 - val_acc: 0.8000
Epoch 428/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6385 - acc: 0.7486 - val_loss: 0.5611 - val_acc: 0.8056
Epoch 429/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6955 - acc: 0.7403 - val_loss: 0.5609 - val_acc: 0.8056
Epoch 430/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6411 - acc: 0.7542 - val_loss: 0.5606 - val_acc: 0.8056
Epoch 431/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6226 - acc: 0.7625 - val_loss: 0.5605 - val_acc: 0.8056
Epoch 432/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6604 - acc: 0.7569 - val_loss: 0.5605 - val_acc: 0.8056
Epoch 433/2000
720/720 [==============================] - 0s 36us/step - loss: 0.7093 - acc: 0.7181 - val_loss: 0.5605 - val_acc: 0.8056
Epoch 434/2000
720/720 [==============================] - 0s 31us/step - loss: 0.6746 - acc: 0.7389 - val_loss: 0.5606 - val_acc: 0.8056
Epoch 435/2000
720/720 [==============================] - 0s 42us/step - loss: 0.6997 - acc: 0.7069 - val_loss: 0.5607 - val_acc: 0.8111
Epoch 436/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6628 - acc: 0.7347 - val_loss: 0.5606 - val_acc: 0.8111
Epoch 437/2000
720/720 [==============================] - 0s 39us/step - loss: 0.6594 - acc: 0.7292 - val_loss: 0.5608 - val_acc: 0.8111
Epoch 438/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6561 - acc: 0.7472 - val_loss: 0.5610 - val_acc: 0.8056
Epoch 439/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6610 - acc: 0.7319 - val_loss: 0.5612 - val_acc: 0.8056
Epoch 440/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6348 - acc: 0.7444 - val_loss: 0.5614 - val_acc: 0.8056
Epoch 441/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6542 - acc: 0.7319 - val_loss: 0.5619 - val_acc: 0.8111
Epoch 442/2000
720/720 [==============================] - 0s 39us/step - loss: 0.6510 - acc: 0.7486 - val_loss: 0.5625 - val_acc: 0.8056
Epoch 443/2000
720/720 [==============================] - 0s 25us/step - loss: 0.7036 - acc: 0.7125 - val_loss: 0.5632 - val_acc: 0.8056
Epoch 444/2000
720/720 [==============================] - 0s 43us/step - loss: 0.6639 - acc: 0.7597 - val_loss: 0.5638 - val_acc: 0.8056
Epoch 445/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6424 - acc: 0.7389 - val_loss: 0.5643 - val_acc: 0.8056
Epoch 446/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6518 - acc: 0.7500 - val_loss: 0.5646 - val_acc: 0.8000
Epoch 447/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6915 - acc: 0.7194 - val_loss: 0.5651 - val_acc: 0.7944
Epoch 448/2000
720/720 [==============================] - 0s 33us/step - loss: 0.6832 - acc: 0.7556 - val_loss: 0.5652 - val_acc: 0.7944
Epoch 449/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6786 - acc: 0.7431 - val_loss: 0.5648 - val_acc: 0.7944
Epoch 450/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6665 - acc: 0.7361 - val_loss: 0.5646 - val_acc: 0.7889
Epoch 451/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6679 - acc: 0.7347 - val_loss: 0.5641 - val_acc: 0.7889
Epoch 452/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6515 - acc: 0.7389 - val_loss: 0.5632 - val_acc: 0.7944
Epoch 453/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6719 - acc: 0.7306 - val_loss: 0.5624 - val_acc: 0.7944
Epoch 454/2000
720/720 [==============================] - 0s 7us/step - loss: 0.6809 - acc: 0.7569 - val_loss: 0.5613 - val_acc: 0.7944
Epoch 455/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6422 - acc: 0.7458 - val_loss: 0.5600 - val_acc: 0.7944
Epoch 456/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6719 - acc: 0.7431 - val_loss: 0.5582 - val_acc: 0.8000
Epoch 457/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6575 - acc: 0.7153 - val_loss: 0.5566 - val_acc: 0.8056
Epoch 458/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6606 - acc: 0.7319 - val_loss: 0.5554 - val_acc: 0.8000
Epoch 459/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6541 - acc: 0.7389 - val_loss: 0.5547 - val_acc: 0.7889
Epoch 460/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6826 - acc: 0.7528 - val_loss: 0.5537 - val_acc: 0.7944
Epoch 461/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6306 - acc: 0.7319 - val_loss: 0.5529 - val_acc: 0.8000
Epoch 462/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6492 - acc: 0.7542 - val_loss: 0.5524 - val_acc: 0.8000
Epoch 463/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6836 - acc: 0.7403 - val_loss: 0.5523 - val_acc: 0.8000
Epoch 464/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6642 - acc: 0.7306 - val_loss: 0.5525 - val_acc: 0.8000
Epoch 465/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6923 - acc: 0.7319 - val_loss: 0.5528 - val_acc: 0.8056
Epoch 466/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6794 - acc: 0.7264 - val_loss: 0.5533 - val_acc: 0.8056
Epoch 467/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6654 - acc: 0.7375 - val_loss: 0.5538 - val_acc: 0.8056
Epoch 468/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6278 - acc: 0.7653 - val_loss: 0.5542 - val_acc: 0.8056
Epoch 469/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6729 - acc: 0.7389 - val_loss: 0.5544 - val_acc: 0.8000
Epoch 470/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6765 - acc: 0.7375 - val_loss: 0.5549 - val_acc: 0.8000
Epoch 471/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6514 - acc: 0.7431 - val_loss: 0.5552 - val_acc: 0.8000
Epoch 472/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6684 - acc: 0.7389 - val_loss: 0.5558 - val_acc: 0.8000
Epoch 473/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6799 - acc: 0.7389 - val_loss: 0.5572 - val_acc: 0.7889
Epoch 474/2000
720/720 [==============================] - 0s 42us/step - loss: 0.6751 - acc: 0.7417 - val_loss: 0.5589 - val_acc: 0.7889
Epoch 475/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6665 - acc: 0.7500 - val_loss: 0.5607 - val_acc: 0.7889
Epoch 476/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6475 - acc: 0.7486 - val_loss: 0.5628 - val_acc: 0.7778
Epoch 477/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7084 - acc: 0.7208 - val_loss: 0.5651 - val_acc: 0.7611
Epoch 478/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6620 - acc: 0.7500 - val_loss: 0.5676 - val_acc: 0.7556
Epoch 479/2000
720/720 [==============================] - 0s 8us/step - loss: 0.6794 - acc: 0.7194 - val_loss: 0.5696 - val_acc: 0.7556
Epoch 480/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6299 - acc: 0.7500 - val_loss: 0.5722 - val_acc: 0.7500
Epoch 481/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6837 - acc: 0.7194 - val_loss: 0.5745 - val_acc: 0.7500
Epoch 482/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6513 - acc: 0.7486 - val_loss: 0.5765 - val_acc: 0.7500
Epoch 483/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6460 - acc: 0.7389 - val_loss: 0.5785 - val_acc: 0.7500
Epoch 484/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6495 - acc: 0.7375 - val_loss: 0.5799 - val_acc: 0.7500
Epoch 485/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6715 - acc: 0.7375 - val_loss: 0.5812 - val_acc: 0.7333
Epoch 486/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6808 - acc: 0.7403 - val_loss: 0.5819 - val_acc: 0.7389
Epoch 487/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6504 - acc: 0.7375 - val_loss: 0.5826 - val_acc: 0.7444
Epoch 488/2000
720/720 [==============================] - 0s 6us/step - loss: 0.6619 - acc: 0.7361 - val_loss: 0.5825 - val_acc: 0.7444
Epoch 489/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6391 - acc: 0.7514 - val_loss: 0.5824 - val_acc: 0.7444
Epoch 490/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6596 - acc: 0.7556 - val_loss: 0.5820 - val_acc: 0.7444
Epoch 491/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6687 - acc: 0.7431 - val_loss: 0.5816 - val_acc: 0.7500
Epoch 492/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6634 - acc: 0.7403 - val_loss: 0.5810 - val_acc: 0.7556
Epoch 493/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6618 - acc: 0.7306 - val_loss: 0.5806 - val_acc: 0.7556
Epoch 494/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6554 - acc: 0.7444 - val_loss: 0.5798 - val_acc: 0.7556
Epoch 495/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6240 - acc: 0.7403 - val_loss: 0.5788 - val_acc: 0.7556
Epoch 496/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6302 - acc: 0.7361 - val_loss: 0.5776 - val_acc: 0.7556
Epoch 497/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6657 - acc: 0.7528 - val_loss: 0.5762 - val_acc: 0.7556
Epoch 498/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6835 - acc: 0.7431 - val_loss: 0.5751 - val_acc: 0.7556
Epoch 499/2000
720/720 [==============================] - 0s 31us/step - loss: 0.6536 - acc: 0.7417 - val_loss: 0.5741 - val_acc: 0.7611
Epoch 500/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6689 - acc: 0.7528 - val_loss: 0.5738 - val_acc: 0.7611
Epoch 501/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6747 - acc: 0.7333 - val_loss: 0.5734 - val_acc: 0.7667
Epoch 502/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6339 - acc: 0.7458 - val_loss: 0.5725 - val_acc: 0.7722
Epoch 503/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6316 - acc: 0.7556 - val_loss: 0.5712 - val_acc: 0.7722
Epoch 504/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6736 - acc: 0.7431 - val_loss: 0.5701 - val_acc: 0.7778
Epoch 505/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6634 - acc: 0.7569 - val_loss: 0.5693 - val_acc: 0.7778
Epoch 506/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6647 - acc: 0.7361 - val_loss: 0.5682 - val_acc: 0.7722
Epoch 507/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6641 - acc: 0.7278 - val_loss: 0.5670 - val_acc: 0.7778
Epoch 508/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6354 - acc: 0.7486 - val_loss: 0.5658 - val_acc: 0.7778
Epoch 509/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6619 - acc: 0.7500 - val_loss: 0.5646 - val_acc: 0.7778
Epoch 510/2000
720/720 [==============================] - 0s 9us/step - loss: 0.6650 - acc: 0.7306 - val_loss: 0.5639 - val_acc: 0.7833
Epoch 511/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6411 - acc: 0.7472 - val_loss: 0.5635 - val_acc: 0.7833
Epoch 512/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6447 - acc: 0.7319 - val_loss: 0.5632 - val_acc: 0.7889
Epoch 513/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6417 - acc: 0.7542 - val_loss: 0.5628 - val_acc: 0.7889
Epoch 514/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6769 - acc: 0.7389 - val_loss: 0.5629 - val_acc: 0.7889
Epoch 515/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6718 - acc: 0.7431 - val_loss: 0.5630 - val_acc: 0.7889
Epoch 516/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6251 - acc: 0.7611 - val_loss: 0.5631 - val_acc: 0.8000
Epoch 517/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6618 - acc: 0.7431 - val_loss: 0.5633 - val_acc: 0.8000
Epoch 518/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6710 - acc: 0.7292 - val_loss: 0.5637 - val_acc: 0.8000
Epoch 519/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6717 - acc: 0.7319 - val_loss: 0.5641 - val_acc: 0.7944
Epoch 520/2000
720/720 [==============================] - 0s 31us/step - loss: 0.6713 - acc: 0.7556 - val_loss: 0.5647 - val_acc: 0.7889
Epoch 521/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6692 - acc: 0.7597 - val_loss: 0.5652 - val_acc: 0.7889
Epoch 522/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6692 - acc: 0.7347 - val_loss: 0.5659 - val_acc: 0.7889
Epoch 523/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6646 - acc: 0.7486 - val_loss: 0.5665 - val_acc: 0.7833
Epoch 524/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6397 - acc: 0.7444 - val_loss: 0.5671 - val_acc: 0.7833
Epoch 525/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6574 - acc: 0.7375 - val_loss: 0.5676 - val_acc: 0.7778
Epoch 526/2000
720/720 [==============================] - 0s 7us/step - loss: 0.6349 - acc: 0.7472 - val_loss: 0.5678 - val_acc: 0.7722
Epoch 527/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6401 - acc: 0.7708 - val_loss: 0.5685 - val_acc: 0.7722
Epoch 528/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6795 - acc: 0.7333 - val_loss: 0.5694 - val_acc: 0.7667
Epoch 529/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6708 - acc: 0.7472 - val_loss: 0.5702 - val_acc: 0.7667
Epoch 530/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6272 - acc: 0.7639 - val_loss: 0.5712 - val_acc: 0.7611
Epoch 531/2000
720/720 [==============================] - 0s 23us/step - loss: 0.6238 - acc: 0.7625 - val_loss: 0.5723 - val_acc: 0.7611
Epoch 532/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6536 - acc: 0.7514 - val_loss: 0.5736 - val_acc: 0.7556
Epoch 533/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6346 - acc: 0.7472 - val_loss: 0.5755 - val_acc: 0.7556
Epoch 534/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6398 - acc: 0.7542 - val_loss: 0.5767 - val_acc: 0.7611
Epoch 535/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6502 - acc: 0.7333 - val_loss: 0.5778 - val_acc: 0.7611
Epoch 536/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6588 - acc: 0.7403 - val_loss: 0.5793 - val_acc: 0.7611
Epoch 537/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6630 - acc: 0.7514 - val_loss: 0.5806 - val_acc: 0.7500
Epoch 538/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6844 - acc: 0.7500 - val_loss: 0.5818 - val_acc: 0.7500
Epoch 539/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6721 - acc: 0.7319 - val_loss: 0.5821 - val_acc: 0.7500
Epoch 540/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6542 - acc: 0.7542 - val_loss: 0.5824 - val_acc: 0.7444
Epoch 541/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6481 - acc: 0.7250 - val_loss: 0.5817 - val_acc: 0.7444
Epoch 542/2000
720/720 [==============================] - 0s 9us/step - loss: 0.6437 - acc: 0.7514 - val_loss: 0.5812 - val_acc: 0.7444
Epoch 543/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6398 - acc: 0.7472 - val_loss: 0.5809 - val_acc: 0.7389
Epoch 544/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6745 - acc: 0.7347 - val_loss: 0.5811 - val_acc: 0.7389
Epoch 545/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6610 - acc: 0.7389 - val_loss: 0.5815 - val_acc: 0.7389
Epoch 546/2000
720/720 [==============================] - 0s 0us/step - loss: 0.7022 - acc: 0.7333 - val_loss: 0.5810 - val_acc: 0.7389
Epoch 547/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6431 - acc: 0.7458 - val_loss: 0.5806 - val_acc: 0.7389
Epoch 548/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6423 - acc: 0.7458 - val_loss: 0.5798 - val_acc: 0.7500
Epoch 549/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6610 - acc: 0.7444 - val_loss: 0.5791 - val_acc: 0.7556
Epoch 550/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6721 - acc: 0.7278 - val_loss: 0.5783 - val_acc: 0.7611
Epoch 551/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6806 - acc: 0.7444 - val_loss: 0.5771 - val_acc: 0.7611
Epoch 552/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6774 - acc: 0.7417 - val_loss: 0.5755 - val_acc: 0.7611
Epoch 553/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6596 - acc: 0.7458 - val_loss: 0.5744 - val_acc: 0.7556
Epoch 554/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6544 - acc: 0.7444 - val_loss: 0.5731 - val_acc: 0.7611
Epoch 555/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6615 - acc: 0.7389 - val_loss: 0.5721 - val_acc: 0.7556
Epoch 556/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6604 - acc: 0.7319 - val_loss: 0.5714 - val_acc: 0.7556
Epoch 557/2000
720/720 [==============================] - 0s 0us/step - loss: 0.6661 - acc: 0.7375 - val_loss: 0.5707 - val_acc: 0.7611
Epoch 558/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6624 - acc: 0.7139 - val_loss: 0.5697 - val_acc: 0.7611
Epoch 559/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6484 - acc: 0.7361 - val_loss: 0.5688 - val_acc: 0.7611
Epoch 560/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6491 - acc: 0.7528 - val_loss: 0.5683 - val_acc: 0.7556
Epoch 561/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6481 - acc: 0.7556 - val_loss: 0.5676 - val_acc: 0.7500
Epoch 562/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6645 - acc: 0.7431 - val_loss: 0.5667 - val_acc: 0.7500
Epoch 563/2000
720/720 [==============================] - 0s 36us/step - loss: 0.6609 - acc: 0.7403 - val_loss: 0.5652 - val_acc: 0.7500
Epoch 564/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6655 - acc: 0.7500 - val_loss: 0.5638 - val_acc: 0.7500
Epoch 565/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6373 - acc: 0.7431 - val_loss: 0.5627 - val_acc: 0.7611
Epoch 566/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6538 - acc: 0.7417 - val_loss: 0.5626 - val_acc: 0.7722
Epoch 567/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6460 - acc: 0.7528 - val_loss: 0.5626 - val_acc: 0.7722
Epoch 568/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6688 - acc: 0.7486 - val_loss: 0.5623 - val_acc: 0.7667
Epoch 569/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6520 - acc: 0.7431 - val_loss: 0.5615 - val_acc: 0.7667
Epoch 570/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6280 - acc: 0.7403 - val_loss: 0.5609 - val_acc: 0.7611
Epoch 571/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6369 - acc: 0.7542 - val_loss: 0.5597 - val_acc: 0.7611
Epoch 572/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6075 - acc: 0.7750 - val_loss: 0.5586 - val_acc: 0.7611
Epoch 573/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6487 - acc: 0.7472 - val_loss: 0.5571 - val_acc: 0.7611
Epoch 574/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6471 - acc: 0.7542 - val_loss: 0.5561 - val_acc: 0.7722
Epoch 575/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6302 - acc: 0.7528 - val_loss: 0.5552 - val_acc: 0.7722
Epoch 576/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6292 - acc: 0.7333 - val_loss: 0.5547 - val_acc: 0.7722
Epoch 577/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6540 - acc: 0.7444 - val_loss: 0.5540 - val_acc: 0.7722
Epoch 578/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6648 - acc: 0.7472 - val_loss: 0.5529 - val_acc: 0.7778
Epoch 579/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6271 - acc: 0.7458 - val_loss: 0.5519 - val_acc: 0.7778
Epoch 580/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6723 - acc: 0.7472 - val_loss: 0.5515 - val_acc: 0.7778
Epoch 581/2000
720/720 [==============================] - 0s 31us/step - loss: 0.6551 - acc: 0.7292 - val_loss: 0.5516 - val_acc: 0.7778
Epoch 582/2000
720/720 [==============================] - 0s 36us/step - loss: 0.6444 - acc: 0.7514 - val_loss: 0.5523 - val_acc: 0.7778
Epoch 583/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6630 - acc: 0.7361 - val_loss: 0.5532 - val_acc: 0.7778
Epoch 584/2000
720/720 [==============================] - 0s 33us/step - loss: 0.6406 - acc: 0.7431 - val_loss: 0.5545 - val_acc: 0.7833
Epoch 585/2000
720/720 [==============================] - 0s 37us/step - loss: 0.6330 - acc: 0.7472 - val_loss: 0.5553 - val_acc: 0.7833
Epoch 586/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6300 - acc: 0.7667 - val_loss: 0.5561 - val_acc: 0.7778
Epoch 587/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6331 - acc: 0.7500 - val_loss: 0.5565 - val_acc: 0.7778
Epoch 588/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6605 - acc: 0.7347 - val_loss: 0.5569 - val_acc: 0.7778
Epoch 589/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6473 - acc: 0.7667 - val_loss: 0.5572 - val_acc: 0.7778
Epoch 590/2000
720/720 [==============================] - 0s 33us/step - loss: 0.6466 - acc: 0.7472 - val_loss: 0.5576 - val_acc: 0.7778
Epoch 591/2000
720/720 [==============================] - 0s 44us/step - loss: 0.6388 - acc: 0.7403 - val_loss: 0.5579 - val_acc: 0.7778
Epoch 592/2000
720/720 [==============================] - 0s 44us/step - loss: 0.6427 - acc: 0.7444 - val_loss: 0.5587 - val_acc: 0.7778
Epoch 593/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6667 - acc: 0.7375 - val_loss: 0.5598 - val_acc: 0.7778
Epoch 594/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6784 - acc: 0.7361 - val_loss: 0.5605 - val_acc: 0.7722
Epoch 595/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6459 - acc: 0.7542 - val_loss: 0.5613 - val_acc: 0.7722
Epoch 596/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6577 - acc: 0.7556 - val_loss: 0.5616 - val_acc: 0.7667
Epoch 597/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6072 - acc: 0.7819 - val_loss: 0.5617 - val_acc: 0.7611
Epoch 598/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6245 - acc: 0.7569 - val_loss: 0.5615 - val_acc: 0.7556
Epoch 599/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6488 - acc: 0.7569 - val_loss: 0.5604 - val_acc: 0.7556
Epoch 600/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6436 - acc: 0.7653 - val_loss: 0.5596 - val_acc: 0.7611
Epoch 601/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6795 - acc: 0.7403 - val_loss: 0.5590 - val_acc: 0.7667
Epoch 602/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6651 - acc: 0.7472 - val_loss: 0.5585 - val_acc: 0.7611
Epoch 603/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6483 - acc: 0.7458 - val_loss: 0.5578 - val_acc: 0.7611
Epoch 604/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6425 - acc: 0.7458 - val_loss: 0.5571 - val_acc: 0.7611
Epoch 605/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6503 - acc: 0.7431 - val_loss: 0.5566 - val_acc: 0.7667
Epoch 606/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6579 - acc: 0.7458 - val_loss: 0.5561 - val_acc: 0.7722
Epoch 607/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6365 - acc: 0.7625 - val_loss: 0.5553 - val_acc: 0.7778
Epoch 608/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6565 - acc: 0.7403 - val_loss: 0.5544 - val_acc: 0.7778
Epoch 609/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6411 - acc: 0.7542 - val_loss: 0.5537 - val_acc: 0.7833
Epoch 610/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6372 - acc: 0.7611 - val_loss: 0.5531 - val_acc: 0.7944
Epoch 611/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6309 - acc: 0.7514 - val_loss: 0.5524 - val_acc: 0.7944
Epoch 612/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6492 - acc: 0.7389 - val_loss: 0.5516 - val_acc: 0.7944
Epoch 613/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6677 - acc: 0.7347 - val_loss: 0.5509 - val_acc: 0.7944
Epoch 614/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6594 - acc: 0.7319 - val_loss: 0.5506 - val_acc: 0.7944
Epoch 615/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6483 - acc: 0.7458 - val_loss: 0.5504 - val_acc: 0.7944
Epoch 616/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6338 - acc: 0.7458 - val_loss: 0.5500 - val_acc: 0.7944
Epoch 617/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6551 - acc: 0.7569 - val_loss: 0.5496 - val_acc: 0.7944
Epoch 618/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6464 - acc: 0.7444 - val_loss: 0.5491 - val_acc: 0.7944
Epoch 619/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6415 - acc: 0.7333 - val_loss: 0.5484 - val_acc: 0.7944
Epoch 620/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6548 - acc: 0.7361 - val_loss: 0.5481 - val_acc: 0.8000
Epoch 621/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6186 - acc: 0.7625 - val_loss: 0.5479 - val_acc: 0.7944
Epoch 622/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6543 - acc: 0.7597 - val_loss: 0.5485 - val_acc: 0.8000
Epoch 623/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6171 - acc: 0.7514 - val_loss: 0.5491 - val_acc: 0.8000
Epoch 624/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6365 - acc: 0.7569 - val_loss: 0.5495 - val_acc: 0.8056
Epoch 625/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6374 - acc: 0.7556 - val_loss: 0.5499 - val_acc: 0.8000
Epoch 626/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6507 - acc: 0.7444 - val_loss: 0.5501 - val_acc: 0.8000
Epoch 627/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6469 - acc: 0.7444 - val_loss: 0.5501 - val_acc: 0.7944
Epoch 628/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6253 - acc: 0.7597 - val_loss: 0.5498 - val_acc: 0.7944
Epoch 629/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6668 - acc: 0.7333 - val_loss: 0.5492 - val_acc: 0.7889
Epoch 630/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6575 - acc: 0.7431 - val_loss: 0.5486 - val_acc: 0.7833
Epoch 631/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6493 - acc: 0.7514 - val_loss: 0.5482 - val_acc: 0.7944
Epoch 632/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6387 - acc: 0.7250 - val_loss: 0.5478 - val_acc: 0.7944
Epoch 633/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6163 - acc: 0.7444 - val_loss: 0.5479 - val_acc: 0.7944
Epoch 634/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6199 - acc: 0.7653 - val_loss: 0.5480 - val_acc: 0.7944
Epoch 635/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6278 - acc: 0.7542 - val_loss: 0.5481 - val_acc: 0.7944
Epoch 636/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6320 - acc: 0.7417 - val_loss: 0.5484 - val_acc: 0.7889
Epoch 637/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6160 - acc: 0.7653 - val_loss: 0.5484 - val_acc: 0.7889
Epoch 638/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6530 - acc: 0.7347 - val_loss: 0.5480 - val_acc: 0.7889
Epoch 639/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6455 - acc: 0.7444 - val_loss: 0.5480 - val_acc: 0.7889
Epoch 640/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6461 - acc: 0.7486 - val_loss: 0.5477 - val_acc: 0.7889
Epoch 641/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6518 - acc: 0.7569 - val_loss: 0.5473 - val_acc: 0.7944
Epoch 642/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6438 - acc: 0.7500 - val_loss: 0.5466 - val_acc: 0.7944
Epoch 643/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6476 - acc: 0.7514 - val_loss: 0.5457 - val_acc: 0.7944
Epoch 644/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6271 - acc: 0.7472 - val_loss: 0.5448 - val_acc: 0.7944
Epoch 645/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6683 - acc: 0.7444 - val_loss: 0.5446 - val_acc: 0.7944
Epoch 646/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6276 - acc: 0.7569 - val_loss: 0.5449 - val_acc: 0.7944
Epoch 647/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6393 - acc: 0.7653 - val_loss: 0.5453 - val_acc: 0.7889
Epoch 648/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6361 - acc: 0.7528 - val_loss: 0.5459 - val_acc: 0.7889
Epoch 649/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6457 - acc: 0.7500 - val_loss: 0.5462 - val_acc: 0.7889
Epoch 650/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6292 - acc: 0.7653 - val_loss: 0.5467 - val_acc: 0.7944
Epoch 651/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6246 - acc: 0.7569 - val_loss: 0.5468 - val_acc: 0.7833
Epoch 652/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6508 - acc: 0.7472 - val_loss: 0.5466 - val_acc: 0.7833
Epoch 653/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6446 - acc: 0.7486 - val_loss: 0.5467 - val_acc: 0.7833
Epoch 654/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6675 - acc: 0.7375 - val_loss: 0.5466 - val_acc: 0.7833
Epoch 655/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6625 - acc: 0.7222 - val_loss: 0.5463 - val_acc: 0.7833
Epoch 656/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6350 - acc: 0.7500 - val_loss: 0.5455 - val_acc: 0.7778
Epoch 657/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6368 - acc: 0.7472 - val_loss: 0.5443 - val_acc: 0.7833
Epoch 658/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6378 - acc: 0.7333 - val_loss: 0.5433 - val_acc: 0.7833
Epoch 659/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6513 - acc: 0.7583 - val_loss: 0.5420 - val_acc: 0.7833
Epoch 660/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6209 - acc: 0.7528 - val_loss: 0.5407 - val_acc: 0.7833
Epoch 661/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6359 - acc: 0.7639 - val_loss: 0.5396 - val_acc: 0.7889
Epoch 662/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6446 - acc: 0.7597 - val_loss: 0.5386 - val_acc: 0.7889
Epoch 663/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6278 - acc: 0.7653 - val_loss: 0.5372 - val_acc: 0.7944
Epoch 664/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6577 - acc: 0.7472 - val_loss: 0.5361 - val_acc: 0.8056
Epoch 665/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6288 - acc: 0.7528 - val_loss: 0.5352 - val_acc: 0.8056
Epoch 666/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6390 - acc: 0.7458 - val_loss: 0.5343 - val_acc: 0.8056
Epoch 667/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6496 - acc: 0.7417 - val_loss: 0.5336 - val_acc: 0.8056
Epoch 668/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6118 - acc: 0.7639 - val_loss: 0.5332 - val_acc: 0.8056
Epoch 669/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6546 - acc: 0.7264 - val_loss: 0.5328 - val_acc: 0.8111
Epoch 670/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6295 - acc: 0.7347 - val_loss: 0.5326 - val_acc: 0.8167
Epoch 671/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6358 - acc: 0.7514 - val_loss: 0.5325 - val_acc: 0.8167
Epoch 672/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6347 - acc: 0.7583 - val_loss: 0.5322 - val_acc: 0.8167
Epoch 673/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6447 - acc: 0.7486 - val_loss: 0.5321 - val_acc: 0.8167
Epoch 674/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6362 - acc: 0.7542 - val_loss: 0.5315 - val_acc: 0.8278
Epoch 675/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6911 - acc: 0.7500 - val_loss: 0.5307 - val_acc: 0.8278
Epoch 676/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6426 - acc: 0.7583 - val_loss: 0.5304 - val_acc: 0.8278
Epoch 677/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6483 - acc: 0.7417 - val_loss: 0.5303 - val_acc: 0.8278
Epoch 678/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6627 - acc: 0.7361 - val_loss: 0.5299 - val_acc: 0.8278
Epoch 679/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6481 - acc: 0.7444 - val_loss: 0.5294 - val_acc: 0.8222
Epoch 680/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6359 - acc: 0.7569 - val_loss: 0.5292 - val_acc: 0.8278
Epoch 681/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6365 - acc: 0.7472 - val_loss: 0.5291 - val_acc: 0.8278
Epoch 682/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6332 - acc: 0.7569 - val_loss: 0.5291 - val_acc: 0.8278
Epoch 683/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6426 - acc: 0.7569 - val_loss: 0.5293 - val_acc: 0.8167
Epoch 684/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6403 - acc: 0.7583 - val_loss: 0.5300 - val_acc: 0.8111
Epoch 685/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6513 - acc: 0.7542 - val_loss: 0.5306 - val_acc: 0.8111
Epoch 686/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6444 - acc: 0.7528 - val_loss: 0.5312 - val_acc: 0.8056
Epoch 687/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5981 - acc: 0.7569 - val_loss: 0.5318 - val_acc: 0.8111
Epoch 688/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6557 - acc: 0.7542 - val_loss: 0.5326 - val_acc: 0.8111
Epoch 689/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6579 - acc: 0.7389 - val_loss: 0.5335 - val_acc: 0.8111
Epoch 690/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6210 - acc: 0.7486 - val_loss: 0.5346 - val_acc: 0.8111
Epoch 691/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6213 - acc: 0.7625 - val_loss: 0.5360 - val_acc: 0.8111
Epoch 692/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6333 - acc: 0.7472 - val_loss: 0.5374 - val_acc: 0.8056
Epoch 693/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6369 - acc: 0.7611 - val_loss: 0.5391 - val_acc: 0.8056
Epoch 694/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6480 - acc: 0.7486 - val_loss: 0.5408 - val_acc: 0.7889
Epoch 695/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6024 - acc: 0.7667 - val_loss: 0.5423 - val_acc: 0.7833
Epoch 696/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6236 - acc: 0.7611 - val_loss: 0.5438 - val_acc: 0.7778
Epoch 697/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6294 - acc: 0.7458 - val_loss: 0.5451 - val_acc: 0.7722
Epoch 698/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6376 - acc: 0.7653 - val_loss: 0.5459 - val_acc: 0.7722
Epoch 699/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6810 - acc: 0.7444 - val_loss: 0.5463 - val_acc: 0.7722
Epoch 700/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6548 - acc: 0.7556 - val_loss: 0.5462 - val_acc: 0.7722
Epoch 701/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6373 - acc: 0.7472 - val_loss: 0.5462 - val_acc: 0.7722
Epoch 702/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6298 - acc: 0.7597 - val_loss: 0.5461 - val_acc: 0.7722
Epoch 703/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6363 - acc: 0.7556 - val_loss: 0.5460 - val_acc: 0.7722
Epoch 704/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6330 - acc: 0.7514 - val_loss: 0.5460 - val_acc: 0.7778
Epoch 705/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6492 - acc: 0.7264 - val_loss: 0.5459 - val_acc: 0.7833
Epoch 706/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6249 - acc: 0.7653 - val_loss: 0.5459 - val_acc: 0.7778
Epoch 707/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6280 - acc: 0.7486 - val_loss: 0.5461 - val_acc: 0.7778
Epoch 708/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6303 - acc: 0.7486 - val_loss: 0.5460 - val_acc: 0.7778
Epoch 709/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6745 - acc: 0.7431 - val_loss: 0.5459 - val_acc: 0.7833
Epoch 710/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6476 - acc: 0.7556 - val_loss: 0.5462 - val_acc: 0.7833
Epoch 711/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6366 - acc: 0.7472 - val_loss: 0.5467 - val_acc: 0.7833
Epoch 712/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6345 - acc: 0.7486 - val_loss: 0.5471 - val_acc: 0.7833
Epoch 713/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6357 - acc: 0.7778 - val_loss: 0.5475 - val_acc: 0.7889
Epoch 714/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6326 - acc: 0.7611 - val_loss: 0.5481 - val_acc: 0.7889
Epoch 715/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6376 - acc: 0.7597 - val_loss: 0.5480 - val_acc: 0.7889
Epoch 716/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6515 - acc: 0.7417 - val_loss: 0.5474 - val_acc: 0.7889
Epoch 717/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6160 - acc: 0.7500 - val_loss: 0.5466 - val_acc: 0.7889
Epoch 718/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6100 - acc: 0.7542 - val_loss: 0.5451 - val_acc: 0.7833
Epoch 719/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6022 - acc: 0.7722 - val_loss: 0.5440 - val_acc: 0.7833
Epoch 720/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6091 - acc: 0.7569 - val_loss: 0.5427 - val_acc: 0.7833
Epoch 721/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6586 - acc: 0.7583 - val_loss: 0.5414 - val_acc: 0.7833
Epoch 722/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6252 - acc: 0.7500 - val_loss: 0.5401 - val_acc: 0.7833
Epoch 723/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6274 - acc: 0.7528 - val_loss: 0.5391 - val_acc: 0.7778
Epoch 724/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6135 - acc: 0.7389 - val_loss: 0.5382 - val_acc: 0.7778
Epoch 725/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6180 - acc: 0.7611 - val_loss: 0.5375 - val_acc: 0.7833
Epoch 726/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6561 - acc: 0.7486 - val_loss: 0.5374 - val_acc: 0.7833
Epoch 727/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6235 - acc: 0.7583 - val_loss: 0.5375 - val_acc: 0.7833
Epoch 728/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6461 - acc: 0.7556 - val_loss: 0.5370 - val_acc: 0.7944
Epoch 729/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6129 - acc: 0.7556 - val_loss: 0.5365 - val_acc: 0.7944
Epoch 730/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6181 - acc: 0.7583 - val_loss: 0.5363 - val_acc: 0.7944
Epoch 731/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6677 - acc: 0.7417 - val_loss: 0.5361 - val_acc: 0.7944
Epoch 732/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6201 - acc: 0.7597 - val_loss: 0.5359 - val_acc: 0.7944
Epoch 733/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6058 - acc: 0.7639 - val_loss: 0.5357 - val_acc: 0.7944
Epoch 734/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6422 - acc: 0.7403 - val_loss: 0.5354 - val_acc: 0.8000
Epoch 735/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6182 - acc: 0.7611 - val_loss: 0.5350 - val_acc: 0.8000
Epoch 736/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6271 - acc: 0.7819 - val_loss: 0.5343 - val_acc: 0.8000
Epoch 737/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6184 - acc: 0.7708 - val_loss: 0.5338 - val_acc: 0.8056
Epoch 738/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6276 - acc: 0.7764 - val_loss: 0.5332 - val_acc: 0.8056
Epoch 739/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6429 - acc: 0.7639 - val_loss: 0.5329 - val_acc: 0.8056
Epoch 740/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6126 - acc: 0.7764 - val_loss: 0.5326 - val_acc: 0.8056
Epoch 741/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6299 - acc: 0.7625 - val_loss: 0.5330 - val_acc: 0.8000
Epoch 742/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6231 - acc: 0.7694 - val_loss: 0.5335 - val_acc: 0.8000
Epoch 743/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6314 - acc: 0.7375 - val_loss: 0.5341 - val_acc: 0.7944
Epoch 744/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6631 - acc: 0.7417 - val_loss: 0.5352 - val_acc: 0.7944
Epoch 745/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6130 - acc: 0.7639 - val_loss: 0.5363 - val_acc: 0.7889
Epoch 746/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6409 - acc: 0.7500 - val_loss: 0.5379 - val_acc: 0.7889
Epoch 747/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6326 - acc: 0.7472 - val_loss: 0.5393 - val_acc: 0.7889
Epoch 748/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6327 - acc: 0.7444 - val_loss: 0.5408 - val_acc: 0.7833
Epoch 749/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6420 - acc: 0.7514 - val_loss: 0.5421 - val_acc: 0.7833
Epoch 750/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6229 - acc: 0.7528 - val_loss: 0.5434 - val_acc: 0.7833
Epoch 751/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6041 - acc: 0.7694 - val_loss: 0.5445 - val_acc: 0.7778
Epoch 752/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6211 - acc: 0.7500 - val_loss: 0.5461 - val_acc: 0.7722
Epoch 753/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6219 - acc: 0.7653 - val_loss: 0.5471 - val_acc: 0.7722
Epoch 754/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6422 - acc: 0.7514 - val_loss: 0.5477 - val_acc: 0.7667
Epoch 755/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6186 - acc: 0.7653 - val_loss: 0.5480 - val_acc: 0.7667
Epoch 756/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6310 - acc: 0.7528 - val_loss: 0.5482 - val_acc: 0.7667
Epoch 757/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6751 - acc: 0.7389 - val_loss: 0.5486 - val_acc: 0.7667
Epoch 758/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6433 - acc: 0.7528 - val_loss: 0.5483 - val_acc: 0.7667
Epoch 759/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6321 - acc: 0.7514 - val_loss: 0.5484 - val_acc: 0.7667
Epoch 760/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6582 - acc: 0.7514 - val_loss: 0.5484 - val_acc: 0.7667
Epoch 761/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6155 - acc: 0.7458 - val_loss: 0.5480 - val_acc: 0.7722
Epoch 762/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6198 - acc: 0.7611 - val_loss: 0.5474 - val_acc: 0.7722
Epoch 763/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6401 - acc: 0.7417 - val_loss: 0.5474 - val_acc: 0.7722
Epoch 764/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6342 - acc: 0.7444 - val_loss: 0.5482 - val_acc: 0.7722
Epoch 765/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6210 - acc: 0.7625 - val_loss: 0.5492 - val_acc: 0.7611
Epoch 766/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6303 - acc: 0.7611 - val_loss: 0.5499 - val_acc: 0.7611
Epoch 767/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6542 - acc: 0.7403 - val_loss: 0.5508 - val_acc: 0.7611
Epoch 768/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6395 - acc: 0.7444 - val_loss: 0.5516 - val_acc: 0.7611
Epoch 769/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6438 - acc: 0.7250 - val_loss: 0.5522 - val_acc: 0.7611
Epoch 770/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6232 - acc: 0.7556 - val_loss: 0.5517 - val_acc: 0.7611
Epoch 771/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6261 - acc: 0.7500 - val_loss: 0.5516 - val_acc: 0.7611
Epoch 772/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6550 - acc: 0.7306 - val_loss: 0.5519 - val_acc: 0.7667
Epoch 773/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6192 - acc: 0.7806 - val_loss: 0.5521 - val_acc: 0.7667
Epoch 774/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6234 - acc: 0.7556 - val_loss: 0.5522 - val_acc: 0.7667
Epoch 775/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6366 - acc: 0.7375 - val_loss: 0.5524 - val_acc: 0.7667
Epoch 776/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6398 - acc: 0.7431 - val_loss: 0.5525 - val_acc: 0.7667
Epoch 777/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6360 - acc: 0.7611 - val_loss: 0.5522 - val_acc: 0.7667
Epoch 778/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6050 - acc: 0.7708 - val_loss: 0.5522 - val_acc: 0.7667
Epoch 779/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6521 - acc: 0.7514 - val_loss: 0.5522 - val_acc: 0.7667
Epoch 780/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6443 - acc: 0.7431 - val_loss: 0.5525 - val_acc: 0.7667
Epoch 781/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6464 - acc: 0.7514 - val_loss: 0.5525 - val_acc: 0.7611
Epoch 782/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6047 - acc: 0.7458 - val_loss: 0.5525 - val_acc: 0.7611
Epoch 783/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6340 - acc: 0.7542 - val_loss: 0.5522 - val_acc: 0.7611
Epoch 784/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6288 - acc: 0.7653 - val_loss: 0.5523 - val_acc: 0.7611
Epoch 785/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6151 - acc: 0.7764 - val_loss: 0.5527 - val_acc: 0.7556
Epoch 786/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6392 - acc: 0.7514 - val_loss: 0.5534 - val_acc: 0.7556
Epoch 787/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6518 - acc: 0.7472 - val_loss: 0.5539 - val_acc: 0.7556
Epoch 788/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5968 - acc: 0.7542 - val_loss: 0.5544 - val_acc: 0.7556
Epoch 789/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5940 - acc: 0.7792 - val_loss: 0.5545 - val_acc: 0.7556
Epoch 790/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6270 - acc: 0.7486 - val_loss: 0.5550 - val_acc: 0.7556
Epoch 791/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6221 - acc: 0.7569 - val_loss: 0.5556 - val_acc: 0.7556
Epoch 792/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6322 - acc: 0.7486 - val_loss: 0.5559 - val_acc: 0.7611
Epoch 793/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6177 - acc: 0.7500 - val_loss: 0.5553 - val_acc: 0.7611
Epoch 794/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6362 - acc: 0.7611 - val_loss: 0.5543 - val_acc: 0.7611
Epoch 795/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6413 - acc: 0.7500 - val_loss: 0.5530 - val_acc: 0.7611
Epoch 796/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6096 - acc: 0.7597 - val_loss: 0.5518 - val_acc: 0.7611
Epoch 797/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6253 - acc: 0.7514 - val_loss: 0.5507 - val_acc: 0.7611
Epoch 798/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6038 - acc: 0.7403 - val_loss: 0.5500 - val_acc: 0.7611
Epoch 799/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6397 - acc: 0.7653 - val_loss: 0.5493 - val_acc: 0.7667
Epoch 800/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6369 - acc: 0.7556 - val_loss: 0.5489 - val_acc: 0.7667
Epoch 801/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6207 - acc: 0.7486 - val_loss: 0.5485 - val_acc: 0.7778
Epoch 802/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6172 - acc: 0.7653 - val_loss: 0.5481 - val_acc: 0.7778
Epoch 803/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6430 - acc: 0.7444 - val_loss: 0.5466 - val_acc: 0.7889
Epoch 804/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6252 - acc: 0.7583 - val_loss: 0.5451 - val_acc: 0.7944
Epoch 805/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6157 - acc: 0.7528 - val_loss: 0.5436 - val_acc: 0.8000
Epoch 806/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6277 - acc: 0.7500 - val_loss: 0.5421 - val_acc: 0.8000
Epoch 807/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5988 - acc: 0.7819 - val_loss: 0.5408 - val_acc: 0.7944
Epoch 808/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6041 - acc: 0.7778 - val_loss: 0.5399 - val_acc: 0.7944
Epoch 809/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6210 - acc: 0.7625 - val_loss: 0.5391 - val_acc: 0.7944
Epoch 810/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6265 - acc: 0.7625 - val_loss: 0.5386 - val_acc: 0.8056
Epoch 811/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5906 - acc: 0.7431 - val_loss: 0.5381 - val_acc: 0.8056
Epoch 812/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6257 - acc: 0.7667 - val_loss: 0.5375 - val_acc: 0.8056
Epoch 813/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6452 - acc: 0.7375 - val_loss: 0.5367 - val_acc: 0.8056
Epoch 814/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6231 - acc: 0.7556 - val_loss: 0.5367 - val_acc: 0.8056
Epoch 815/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6266 - acc: 0.7583 - val_loss: 0.5366 - val_acc: 0.7944
Epoch 816/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6160 - acc: 0.7542 - val_loss: 0.5367 - val_acc: 0.7944
Epoch 817/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6250 - acc: 0.7639 - val_loss: 0.5371 - val_acc: 0.7944
Epoch 818/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6639 - acc: 0.7389 - val_loss: 0.5375 - val_acc: 0.7944
Epoch 819/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5968 - acc: 0.7472 - val_loss: 0.5380 - val_acc: 0.7833
Epoch 820/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6162 - acc: 0.7667 - val_loss: 0.5388 - val_acc: 0.7833
Epoch 821/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6076 - acc: 0.7569 - val_loss: 0.5393 - val_acc: 0.7833
Epoch 822/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6194 - acc: 0.7583 - val_loss: 0.5397 - val_acc: 0.7833
Epoch 823/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6133 - acc: 0.7500 - val_loss: 0.5401 - val_acc: 0.7833
Epoch 824/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6138 - acc: 0.7583 - val_loss: 0.5413 - val_acc: 0.7889
Epoch 825/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6484 - acc: 0.7486 - val_loss: 0.5424 - val_acc: 0.7889
Epoch 826/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6469 - acc: 0.7597 - val_loss: 0.5428 - val_acc: 0.7778
Epoch 827/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6056 - acc: 0.7556 - val_loss: 0.5433 - val_acc: 0.7778
Epoch 828/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5962 - acc: 0.7528 - val_loss: 0.5435 - val_acc: 0.7778
Epoch 829/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6386 - acc: 0.7472 - val_loss: 0.5433 - val_acc: 0.7778
Epoch 830/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6189 - acc: 0.7528 - val_loss: 0.5431 - val_acc: 0.7778
Epoch 831/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6201 - acc: 0.7708 - val_loss: 0.5425 - val_acc: 0.7722
Epoch 832/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6239 - acc: 0.7500 - val_loss: 0.5419 - val_acc: 0.7722
Epoch 833/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6270 - acc: 0.7736 - val_loss: 0.5409 - val_acc: 0.7722
Epoch 834/2000
720/720 [==============================] - 0s 20us/step - loss: 0.6262 - acc: 0.7667 - val_loss: 0.5395 - val_acc: 0.7722
Epoch 835/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6010 - acc: 0.7708 - val_loss: 0.5385 - val_acc: 0.7722
Epoch 836/2000
720/720 [==============================] - 0s 29us/step - loss: 0.5938 - acc: 0.7764 - val_loss: 0.5382 - val_acc: 0.7722
Epoch 837/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6243 - acc: 0.7528 - val_loss: 0.5373 - val_acc: 0.7722
Epoch 838/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6200 - acc: 0.7611 - val_loss: 0.5367 - val_acc: 0.7833
Epoch 839/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5955 - acc: 0.7792 - val_loss: 0.5365 - val_acc: 0.7833
Epoch 840/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6192 - acc: 0.7708 - val_loss: 0.5370 - val_acc: 0.7778
Epoch 841/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6098 - acc: 0.7736 - val_loss: 0.5372 - val_acc: 0.7833
Epoch 842/2000
720/720 [==============================] - 0s 33us/step - loss: 0.6204 - acc: 0.7639 - val_loss: 0.5370 - val_acc: 0.7778
Epoch 843/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6228 - acc: 0.7667 - val_loss: 0.5368 - val_acc: 0.7778
Epoch 844/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5904 - acc: 0.7722 - val_loss: 0.5367 - val_acc: 0.7778
Epoch 845/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6403 - acc: 0.7611 - val_loss: 0.5368 - val_acc: 0.7778
Epoch 846/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6139 - acc: 0.7764 - val_loss: 0.5366 - val_acc: 0.7778
Epoch 847/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6397 - acc: 0.7597 - val_loss: 0.5360 - val_acc: 0.7778
Epoch 848/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6077 - acc: 0.7569 - val_loss: 0.5347 - val_acc: 0.7833
Epoch 849/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6016 - acc: 0.7569 - val_loss: 0.5336 - val_acc: 0.7944
Epoch 850/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6223 - acc: 0.7528 - val_loss: 0.5327 - val_acc: 0.7944
Epoch 851/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6371 - acc: 0.7708 - val_loss: 0.5315 - val_acc: 0.7889
Epoch 852/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6305 - acc: 0.7597 - val_loss: 0.5309 - val_acc: 0.7944
Epoch 853/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6236 - acc: 0.7667 - val_loss: 0.5303 - val_acc: 0.7889
Epoch 854/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6110 - acc: 0.7611 - val_loss: 0.5296 - val_acc: 0.8000
Epoch 855/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6376 - acc: 0.7486 - val_loss: 0.5291 - val_acc: 0.8000
Epoch 856/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6163 - acc: 0.7708 - val_loss: 0.5289 - val_acc: 0.7944
Epoch 857/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6157 - acc: 0.7667 - val_loss: 0.5286 - val_acc: 0.7944
Epoch 858/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6121 - acc: 0.7583 - val_loss: 0.5288 - val_acc: 0.7944
Epoch 859/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6276 - acc: 0.7583 - val_loss: 0.5287 - val_acc: 0.7944
Epoch 860/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6268 - acc: 0.7625 - val_loss: 0.5287 - val_acc: 0.7944
Epoch 861/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6577 - acc: 0.7583 - val_loss: 0.5286 - val_acc: 0.8000
Epoch 862/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6076 - acc: 0.7486 - val_loss: 0.5287 - val_acc: 0.8000
Epoch 863/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6015 - acc: 0.7778 - val_loss: 0.5293 - val_acc: 0.8000
Epoch 864/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6381 - acc: 0.7417 - val_loss: 0.5302 - val_acc: 0.8000
Epoch 865/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6256 - acc: 0.7681 - val_loss: 0.5315 - val_acc: 0.8000
Epoch 866/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6272 - acc: 0.7667 - val_loss: 0.5324 - val_acc: 0.8000
Epoch 867/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6413 - acc: 0.7403 - val_loss: 0.5332 - val_acc: 0.8056
Epoch 868/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6333 - acc: 0.7500 - val_loss: 0.5336 - val_acc: 0.8056
Epoch 869/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6231 - acc: 0.7597 - val_loss: 0.5331 - val_acc: 0.8056
Epoch 870/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5857 - acc: 0.7722 - val_loss: 0.5329 - val_acc: 0.8056
Epoch 871/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6118 - acc: 0.7694 - val_loss: 0.5330 - val_acc: 0.8056
Epoch 872/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6250 - acc: 0.7667 - val_loss: 0.5336 - val_acc: 0.8000
Epoch 873/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6433 - acc: 0.7708 - val_loss: 0.5347 - val_acc: 0.8000
Epoch 874/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6107 - acc: 0.7694 - val_loss: 0.5363 - val_acc: 0.8000
Epoch 875/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5987 - acc: 0.7708 - val_loss: 0.5379 - val_acc: 0.7889
Epoch 876/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6219 - acc: 0.7667 - val_loss: 0.5392 - val_acc: 0.7889
Epoch 877/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6354 - acc: 0.7708 - val_loss: 0.5406 - val_acc: 0.7778
Epoch 878/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6063 - acc: 0.7694 - val_loss: 0.5418 - val_acc: 0.7778
Epoch 879/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6142 - acc: 0.7556 - val_loss: 0.5431 - val_acc: 0.7778
Epoch 880/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6128 - acc: 0.7458 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 881/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6217 - acc: 0.7653 - val_loss: 0.5445 - val_acc: 0.7722
Epoch 882/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6348 - acc: 0.7736 - val_loss: 0.5447 - val_acc: 0.7722
Epoch 883/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6331 - acc: 0.7681 - val_loss: 0.5454 - val_acc: 0.7778
Epoch 884/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6053 - acc: 0.7653 - val_loss: 0.5463 - val_acc: 0.7778
Epoch 885/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6399 - acc: 0.7514 - val_loss: 0.5473 - val_acc: 0.7778
Epoch 886/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6300 - acc: 0.7556 - val_loss: 0.5483 - val_acc: 0.7778
Epoch 887/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6153 - acc: 0.7681 - val_loss: 0.5489 - val_acc: 0.7833
Epoch 888/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6284 - acc: 0.7708 - val_loss: 0.5497 - val_acc: 0.7833
Epoch 889/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6110 - acc: 0.7597 - val_loss: 0.5498 - val_acc: 0.7833
Epoch 890/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6114 - acc: 0.7639 - val_loss: 0.5498 - val_acc: 0.7778
Epoch 891/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5989 - acc: 0.7694 - val_loss: 0.5500 - val_acc: 0.7778
Epoch 892/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6220 - acc: 0.7639 - val_loss: 0.5500 - val_acc: 0.7778
Epoch 893/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6047 - acc: 0.7736 - val_loss: 0.5500 - val_acc: 0.7778
Epoch 894/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6223 - acc: 0.7750 - val_loss: 0.5496 - val_acc: 0.7778
Epoch 895/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6177 - acc: 0.7653 - val_loss: 0.5488 - val_acc: 0.7833
Epoch 896/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6184 - acc: 0.7625 - val_loss: 0.5475 - val_acc: 0.7833
Epoch 897/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5944 - acc: 0.7708 - val_loss: 0.5459 - val_acc: 0.7833
Epoch 898/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6169 - acc: 0.7542 - val_loss: 0.5449 - val_acc: 0.7833
Epoch 899/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5928 - acc: 0.7681 - val_loss: 0.5438 - val_acc: 0.7833
Epoch 900/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6043 - acc: 0.7542 - val_loss: 0.5429 - val_acc: 0.7833
Epoch 901/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6240 - acc: 0.7569 - val_loss: 0.5414 - val_acc: 0.7833
Epoch 902/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6338 - acc: 0.7458 - val_loss: 0.5406 - val_acc: 0.7833
Epoch 903/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6329 - acc: 0.7472 - val_loss: 0.5394 - val_acc: 0.7833
Epoch 904/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6053 - acc: 0.7583 - val_loss: 0.5377 - val_acc: 0.7889
Epoch 905/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6184 - acc: 0.7625 - val_loss: 0.5362 - val_acc: 0.7889
Epoch 906/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5847 - acc: 0.7722 - val_loss: 0.5350 - val_acc: 0.7889
Epoch 907/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6351 - acc: 0.7500 - val_loss: 0.5342 - val_acc: 0.7889
Epoch 908/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6156 - acc: 0.7778 - val_loss: 0.5340 - val_acc: 0.7889
Epoch 909/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6103 - acc: 0.7597 - val_loss: 0.5337 - val_acc: 0.7833
Epoch 910/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6192 - acc: 0.7653 - val_loss: 0.5342 - val_acc: 0.7833
Epoch 911/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6406 - acc: 0.7444 - val_loss: 0.5347 - val_acc: 0.7889
Epoch 912/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6347 - acc: 0.7472 - val_loss: 0.5352 - val_acc: 0.7833
Epoch 913/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6026 - acc: 0.7653 - val_loss: 0.5356 - val_acc: 0.7833
Epoch 914/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5851 - acc: 0.7611 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 915/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6116 - acc: 0.7667 - val_loss: 0.5357 - val_acc: 0.7778
Epoch 916/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6125 - acc: 0.7681 - val_loss: 0.5353 - val_acc: 0.7778
Epoch 917/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5985 - acc: 0.7681 - val_loss: 0.5356 - val_acc: 0.7833
Epoch 918/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6387 - acc: 0.7639 - val_loss: 0.5362 - val_acc: 0.7778
Epoch 919/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6224 - acc: 0.7639 - val_loss: 0.5370 - val_acc: 0.7722
Epoch 920/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6201 - acc: 0.7750 - val_loss: 0.5375 - val_acc: 0.7667
Epoch 921/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5979 - acc: 0.7653 - val_loss: 0.5383 - val_acc: 0.7611
Epoch 922/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6083 - acc: 0.7694 - val_loss: 0.5389 - val_acc: 0.7611
Epoch 923/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6055 - acc: 0.7611 - val_loss: 0.5395 - val_acc: 0.7611
Epoch 924/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6116 - acc: 0.7694 - val_loss: 0.5392 - val_acc: 0.7611
Epoch 925/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6033 - acc: 0.7556 - val_loss: 0.5388 - val_acc: 0.7722
Epoch 926/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6069 - acc: 0.7597 - val_loss: 0.5387 - val_acc: 0.7722
Epoch 927/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6013 - acc: 0.7792 - val_loss: 0.5385 - val_acc: 0.7722
Epoch 928/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6167 - acc: 0.7556 - val_loss: 0.5380 - val_acc: 0.7722
Epoch 929/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6066 - acc: 0.7653 - val_loss: 0.5375 - val_acc: 0.7722
Epoch 930/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6162 - acc: 0.7736 - val_loss: 0.5368 - val_acc: 0.7778
Epoch 931/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6212 - acc: 0.7681 - val_loss: 0.5363 - val_acc: 0.7778
Epoch 932/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5759 - acc: 0.7625 - val_loss: 0.5355 - val_acc: 0.7778
Epoch 933/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6176 - acc: 0.7833 - val_loss: 0.5349 - val_acc: 0.7889
Epoch 934/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5913 - acc: 0.7625 - val_loss: 0.5346 - val_acc: 0.7944
Epoch 935/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6146 - acc: 0.7611 - val_loss: 0.5342 - val_acc: 0.7944
Epoch 936/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6192 - acc: 0.7681 - val_loss: 0.5343 - val_acc: 0.7944
Epoch 937/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5884 - acc: 0.7903 - val_loss: 0.5345 - val_acc: 0.7889
Epoch 938/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6013 - acc: 0.7667 - val_loss: 0.5349 - val_acc: 0.7833
Epoch 939/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5931 - acc: 0.7736 - val_loss: 0.5355 - val_acc: 0.7833
Epoch 940/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6327 - acc: 0.7778 - val_loss: 0.5353 - val_acc: 0.7833
Epoch 941/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6283 - acc: 0.7639 - val_loss: 0.5356 - val_acc: 0.7778
Epoch 942/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6312 - acc: 0.7500 - val_loss: 0.5355 - val_acc: 0.7778
Epoch 943/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6122 - acc: 0.7694 - val_loss: 0.5351 - val_acc: 0.7833
Epoch 944/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6213 - acc: 0.7653 - val_loss: 0.5348 - val_acc: 0.7833
Epoch 945/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6068 - acc: 0.7667 - val_loss: 0.5349 - val_acc: 0.7833
Epoch 946/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6013 - acc: 0.7625 - val_loss: 0.5351 - val_acc: 0.7833
Epoch 947/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5986 - acc: 0.7736 - val_loss: 0.5350 - val_acc: 0.7778
Epoch 948/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6280 - acc: 0.7417 - val_loss: 0.5353 - val_acc: 0.7778
Epoch 949/2000
720/720 [==============================] - 0s 28us/step - loss: 0.5961 - acc: 0.7764 - val_loss: 0.5361 - val_acc: 0.7778
Epoch 950/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6238 - acc: 0.7611 - val_loss: 0.5368 - val_acc: 0.7722
Epoch 951/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5849 - acc: 0.7639 - val_loss: 0.5374 - val_acc: 0.7667
Epoch 952/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6226 - acc: 0.7639 - val_loss: 0.5381 - val_acc: 0.7722
Epoch 953/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6060 - acc: 0.7556 - val_loss: 0.5386 - val_acc: 0.7722
Epoch 954/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6040 - acc: 0.7583 - val_loss: 0.5392 - val_acc: 0.7722
Epoch 955/2000
720/720 [==============================] - 0s 25us/step - loss: 0.5981 - acc: 0.7625 - val_loss: 0.5400 - val_acc: 0.7722
Epoch 956/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6064 - acc: 0.7694 - val_loss: 0.5410 - val_acc: 0.7722
Epoch 957/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6013 - acc: 0.7778 - val_loss: 0.5415 - val_acc: 0.7778
Epoch 958/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6082 - acc: 0.7569 - val_loss: 0.5422 - val_acc: 0.7722
Epoch 959/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5973 - acc: 0.7653 - val_loss: 0.5428 - val_acc: 0.7722
Epoch 960/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6187 - acc: 0.7556 - val_loss: 0.5430 - val_acc: 0.7722
Epoch 961/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6168 - acc: 0.7625 - val_loss: 0.5433 - val_acc: 0.7722
Epoch 962/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6175 - acc: 0.7681 - val_loss: 0.5428 - val_acc: 0.7722
Epoch 963/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6406 - acc: 0.7639 - val_loss: 0.5420 - val_acc: 0.7722
Epoch 964/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6171 - acc: 0.7458 - val_loss: 0.5420 - val_acc: 0.7722
Epoch 965/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6282 - acc: 0.7625 - val_loss: 0.5422 - val_acc: 0.7778
Epoch 966/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6071 - acc: 0.7667 - val_loss: 0.5421 - val_acc: 0.7667
Epoch 967/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6133 - acc: 0.7528 - val_loss: 0.5421 - val_acc: 0.7667
Epoch 968/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6145 - acc: 0.7778 - val_loss: 0.5416 - val_acc: 0.7667
Epoch 969/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6220 - acc: 0.7542 - val_loss: 0.5407 - val_acc: 0.7722
Epoch 970/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6087 - acc: 0.7653 - val_loss: 0.5399 - val_acc: 0.7722
Epoch 971/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6097 - acc: 0.7653 - val_loss: 0.5394 - val_acc: 0.7722
Epoch 972/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6210 - acc: 0.7597 - val_loss: 0.5389 - val_acc: 0.7722
Epoch 973/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6179 - acc: 0.7528 - val_loss: 0.5382 - val_acc: 0.7722
Epoch 974/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6148 - acc: 0.7639 - val_loss: 0.5380 - val_acc: 0.7778
Epoch 975/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5967 - acc: 0.7708 - val_loss: 0.5379 - val_acc: 0.7778
Epoch 976/2000
720/720 [==============================] - 0s 25us/step - loss: 0.5925 - acc: 0.7736 - val_loss: 0.5380 - val_acc: 0.7722
Epoch 977/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6318 - acc: 0.7611 - val_loss: 0.5377 - val_acc: 0.7778
Epoch 978/2000
720/720 [==============================] - 0s 21us/step - loss: 0.6006 - acc: 0.7819 - val_loss: 0.5373 - val_acc: 0.7778
Epoch 979/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6074 - acc: 0.7861 - val_loss: 0.5374 - val_acc: 0.7778
Epoch 980/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6289 - acc: 0.7611 - val_loss: 0.5374 - val_acc: 0.7778
Epoch 981/2000
720/720 [==============================] - 0s 24us/step - loss: 0.6067 - acc: 0.7611 - val_loss: 0.5382 - val_acc: 0.7778
Epoch 982/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6069 - acc: 0.7708 - val_loss: 0.5386 - val_acc: 0.7778
Epoch 983/2000
720/720 [==============================] - 0s 25us/step - loss: 0.6174 - acc: 0.7597 - val_loss: 0.5386 - val_acc: 0.7778
Epoch 984/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5894 - acc: 0.7667 - val_loss: 0.5381 - val_acc: 0.7778
Epoch 985/2000
720/720 [==============================] - 0s 26us/step - loss: 0.5970 - acc: 0.7819 - val_loss: 0.5381 - val_acc: 0.7778
Epoch 986/2000
720/720 [==============================] - 0s 31us/step - loss: 0.5998 - acc: 0.7625 - val_loss: 0.5379 - val_acc: 0.7778
Epoch 987/2000
720/720 [==============================] - 0s 26us/step - loss: 0.6149 - acc: 0.7764 - val_loss: 0.5377 - val_acc: 0.7778
Epoch 988/2000
720/720 [==============================] - 0s 26us/step - loss: 0.5798 - acc: 0.7806 - val_loss: 0.5373 - val_acc: 0.7667
Epoch 989/2000
720/720 [==============================] - 0s 28us/step - loss: 0.6126 - acc: 0.7542 - val_loss: 0.5363 - val_acc: 0.7667
Epoch 990/2000
720/720 [==============================] - 0s 29us/step - loss: 0.6066 - acc: 0.7708 - val_loss: 0.5356 - val_acc: 0.7722
Epoch 991/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6219 - acc: 0.7542 - val_loss: 0.5349 - val_acc: 0.7722
Epoch 992/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5895 - acc: 0.7583 - val_loss: 0.5344 - val_acc: 0.7778
Epoch 993/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6298 - acc: 0.7542 - val_loss: 0.5345 - val_acc: 0.7778
Epoch 994/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5998 - acc: 0.7611 - val_loss: 0.5344 - val_acc: 0.7778
Epoch 995/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6202 - acc: 0.7819 - val_loss: 0.5343 - val_acc: 0.7778
Epoch 996/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6089 - acc: 0.7750 - val_loss: 0.5343 - val_acc: 0.7778
Epoch 997/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6096 - acc: 0.7569 - val_loss: 0.5335 - val_acc: 0.7778
Epoch 998/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6080 - acc: 0.7458 - val_loss: 0.5325 - val_acc: 0.7778
Epoch 999/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6100 - acc: 0.7569 - val_loss: 0.5312 - val_acc: 0.7944
Epoch 1000/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6114 - acc: 0.7653 - val_loss: 0.5301 - val_acc: 0.7944
Epoch 1001/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6009 - acc: 0.7597 - val_loss: 0.5291 - val_acc: 0.7944
Epoch 1002/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6069 - acc: 0.7639 - val_loss: 0.5278 - val_acc: 0.7944
Epoch 1003/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5780 - acc: 0.7833 - val_loss: 0.5270 - val_acc: 0.7889
Epoch 1004/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6106 - acc: 0.7583 - val_loss: 0.5266 - val_acc: 0.7889
Epoch 1005/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6002 - acc: 0.7639 - val_loss: 0.5267 - val_acc: 0.7889
Epoch 1006/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5981 - acc: 0.7764 - val_loss: 0.5264 - val_acc: 0.7889
Epoch 1007/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6083 - acc: 0.7708 - val_loss: 0.5258 - val_acc: 0.7889
Epoch 1008/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5936 - acc: 0.7722 - val_loss: 0.5255 - val_acc: 0.7889
Epoch 1009/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5968 - acc: 0.7750 - val_loss: 0.5257 - val_acc: 0.7889
Epoch 1010/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6230 - acc: 0.7653 - val_loss: 0.5260 - val_acc: 0.7833
Epoch 1011/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6065 - acc: 0.7694 - val_loss: 0.5260 - val_acc: 0.7833
Epoch 1012/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5899 - acc: 0.7708 - val_loss: 0.5259 - val_acc: 0.7833
Epoch 1013/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6132 - acc: 0.7736 - val_loss: 0.5263 - val_acc: 0.7833
Epoch 1014/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5727 - acc: 0.7681 - val_loss: 0.5264 - val_acc: 0.7833
Epoch 1015/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6048 - acc: 0.7569 - val_loss: 0.5268 - val_acc: 0.7833
Epoch 1016/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6034 - acc: 0.7708 - val_loss: 0.5274 - val_acc: 0.7833
Epoch 1017/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6199 - acc: 0.7597 - val_loss: 0.5282 - val_acc: 0.7833
Epoch 1018/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5881 - acc: 0.8028 - val_loss: 0.5291 - val_acc: 0.7833
Epoch 1019/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6034 - acc: 0.7681 - val_loss: 0.5298 - val_acc: 0.7833
Epoch 1020/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6140 - acc: 0.7722 - val_loss: 0.5304 - val_acc: 0.7833
Epoch 1021/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6273 - acc: 0.7694 - val_loss: 0.5306 - val_acc: 0.7833
Epoch 1022/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6193 - acc: 0.7625 - val_loss: 0.5314 - val_acc: 0.7833
Epoch 1023/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5871 - acc: 0.7708 - val_loss: 0.5320 - val_acc: 0.7833
Epoch 1024/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6134 - acc: 0.7736 - val_loss: 0.5327 - val_acc: 0.7833
Epoch 1025/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6191 - acc: 0.7611 - val_loss: 0.5328 - val_acc: 0.7778
Epoch 1026/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6099 - acc: 0.7819 - val_loss: 0.5325 - val_acc: 0.7778
Epoch 1027/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6262 - acc: 0.7653 - val_loss: 0.5315 - val_acc: 0.7778
Epoch 1028/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6349 - acc: 0.7542 - val_loss: 0.5308 - val_acc: 0.7833
Epoch 1029/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5895 - acc: 0.7611 - val_loss: 0.5305 - val_acc: 0.7833
Epoch 1030/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6214 - acc: 0.7542 - val_loss: 0.5301 - val_acc: 0.7833
Epoch 1031/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5942 - acc: 0.7694 - val_loss: 0.5301 - val_acc: 0.7778
Epoch 1032/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6016 - acc: 0.7611 - val_loss: 0.5303 - val_acc: 0.7778
Epoch 1033/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6191 - acc: 0.7653 - val_loss: 0.5308 - val_acc: 0.7778
Epoch 1034/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6445 - acc: 0.7583 - val_loss: 0.5312 - val_acc: 0.7778
Epoch 1035/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5986 - acc: 0.7639 - val_loss: 0.5318 - val_acc: 0.7778
Epoch 1036/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6022 - acc: 0.7611 - val_loss: 0.5319 - val_acc: 0.7778
Epoch 1037/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6064 - acc: 0.7639 - val_loss: 0.5324 - val_acc: 0.7833
Epoch 1038/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5857 - acc: 0.7681 - val_loss: 0.5326 - val_acc: 0.7778
Epoch 1039/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5962 - acc: 0.7653 - val_loss: 0.5331 - val_acc: 0.7778
Epoch 1040/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6227 - acc: 0.7653 - val_loss: 0.5340 - val_acc: 0.7778
Epoch 1041/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6274 - acc: 0.7514 - val_loss: 0.5344 - val_acc: 0.7833
Epoch 1042/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6058 - acc: 0.7556 - val_loss: 0.5352 - val_acc: 0.7833
Epoch 1043/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6224 - acc: 0.7806 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 1044/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6186 - acc: 0.7694 - val_loss: 0.5362 - val_acc: 0.7833
Epoch 1045/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6168 - acc: 0.7681 - val_loss: 0.5369 - val_acc: 0.7833
Epoch 1046/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6037 - acc: 0.7653 - val_loss: 0.5375 - val_acc: 0.7833
Epoch 1047/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6068 - acc: 0.7625 - val_loss: 0.5376 - val_acc: 0.7778
Epoch 1048/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6045 - acc: 0.7667 - val_loss: 0.5375 - val_acc: 0.7778
Epoch 1049/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6042 - acc: 0.7681 - val_loss: 0.5367 - val_acc: 0.7778
Epoch 1050/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6006 - acc: 0.7778 - val_loss: 0.5361 - val_acc: 0.7778
Epoch 1051/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6330 - acc: 0.7403 - val_loss: 0.5350 - val_acc: 0.7778
Epoch 1052/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6063 - acc: 0.7750 - val_loss: 0.5343 - val_acc: 0.7778
Epoch 1053/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6011 - acc: 0.7639 - val_loss: 0.5333 - val_acc: 0.7778
Epoch 1054/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5857 - acc: 0.7694 - val_loss: 0.5323 - val_acc: 0.7722
Epoch 1055/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5905 - acc: 0.7875 - val_loss: 0.5319 - val_acc: 0.7722
Epoch 1056/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6034 - acc: 0.7722 - val_loss: 0.5313 - val_acc: 0.7722
Epoch 1057/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6032 - acc: 0.7792 - val_loss: 0.5310 - val_acc: 0.7667
Epoch 1058/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6346 - acc: 0.7500 - val_loss: 0.5312 - val_acc: 0.7722
Epoch 1059/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5568 - acc: 0.7847 - val_loss: 0.5310 - val_acc: 0.7778
Epoch 1060/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5966 - acc: 0.7681 - val_loss: 0.5311 - val_acc: 0.7778
Epoch 1061/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5933 - acc: 0.7806 - val_loss: 0.5307 - val_acc: 0.7833
Epoch 1062/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5877 - acc: 0.7569 - val_loss: 0.5298 - val_acc: 0.7889
Epoch 1063/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6141 - acc: 0.7569 - val_loss: 0.5293 - val_acc: 0.7889
Epoch 1064/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5962 - acc: 0.7611 - val_loss: 0.5290 - val_acc: 0.7944
Epoch 1065/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5885 - acc: 0.7708 - val_loss: 0.5289 - val_acc: 0.7944
Epoch 1066/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6179 - acc: 0.7750 - val_loss: 0.5289 - val_acc: 0.7944
Epoch 1067/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6054 - acc: 0.7653 - val_loss: 0.5287 - val_acc: 0.7944
Epoch 1068/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5821 - acc: 0.7722 - val_loss: 0.5277 - val_acc: 0.7944
Epoch 1069/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6127 - acc: 0.7750 - val_loss: 0.5269 - val_acc: 0.7944
Epoch 1070/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5731 - acc: 0.7819 - val_loss: 0.5267 - val_acc: 0.7944
Epoch 1071/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5960 - acc: 0.7722 - val_loss: 0.5262 - val_acc: 0.7944
Epoch 1072/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5769 - acc: 0.7708 - val_loss: 0.5258 - val_acc: 0.7889
Epoch 1073/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6203 - acc: 0.7514 - val_loss: 0.5257 - val_acc: 0.7833
Epoch 1074/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6086 - acc: 0.7694 - val_loss: 0.5260 - val_acc: 0.7833
Epoch 1075/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5637 - acc: 0.7833 - val_loss: 0.5268 - val_acc: 0.7833
Epoch 1076/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5928 - acc: 0.7736 - val_loss: 0.5277 - val_acc: 0.7722
Epoch 1077/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6072 - acc: 0.7736 - val_loss: 0.5282 - val_acc: 0.7667
Epoch 1078/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5967 - acc: 0.7597 - val_loss: 0.5289 - val_acc: 0.7667
Epoch 1079/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5944 - acc: 0.7722 - val_loss: 0.5289 - val_acc: 0.7667
Epoch 1080/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5992 - acc: 0.7653 - val_loss: 0.5290 - val_acc: 0.7667
Epoch 1081/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5848 - acc: 0.7639 - val_loss: 0.5291 - val_acc: 0.7667
Epoch 1082/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5878 - acc: 0.7833 - val_loss: 0.5299 - val_acc: 0.7667
Epoch 1083/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6093 - acc: 0.7611 - val_loss: 0.5305 - val_acc: 0.7611
Epoch 1084/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6108 - acc: 0.7611 - val_loss: 0.5316 - val_acc: 0.7611
Epoch 1085/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6157 - acc: 0.7667 - val_loss: 0.5328 - val_acc: 0.7611
Epoch 1086/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6019 - acc: 0.7764 - val_loss: 0.5334 - val_acc: 0.7667
Epoch 1087/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5845 - acc: 0.7861 - val_loss: 0.5337 - val_acc: 0.7667
Epoch 1088/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5788 - acc: 0.7778 - val_loss: 0.5339 - val_acc: 0.7667
Epoch 1089/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6166 - acc: 0.7611 - val_loss: 0.5342 - val_acc: 0.7667
Epoch 1090/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6063 - acc: 0.7667 - val_loss: 0.5339 - val_acc: 0.7611
Epoch 1091/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6163 - acc: 0.7667 - val_loss: 0.5338 - val_acc: 0.7611
Epoch 1092/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5857 - acc: 0.7736 - val_loss: 0.5336 - val_acc: 0.7611
Epoch 1093/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5879 - acc: 0.7736 - val_loss: 0.5333 - val_acc: 0.7611
Epoch 1094/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6059 - acc: 0.7667 - val_loss: 0.5324 - val_acc: 0.7611
Epoch 1095/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6123 - acc: 0.7736 - val_loss: 0.5322 - val_acc: 0.7611
Epoch 1096/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6167 - acc: 0.7569 - val_loss: 0.5319 - val_acc: 0.7611
Epoch 1097/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6044 - acc: 0.7681 - val_loss: 0.5312 - val_acc: 0.7611
Epoch 1098/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5828 - acc: 0.7639 - val_loss: 0.5305 - val_acc: 0.7667
Epoch 1099/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5900 - acc: 0.7764 - val_loss: 0.5299 - val_acc: 0.7722
Epoch 1100/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6246 - acc: 0.7611 - val_loss: 0.5295 - val_acc: 0.7722
Epoch 1101/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6203 - acc: 0.7681 - val_loss: 0.5292 - val_acc: 0.7778
Epoch 1102/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6294 - acc: 0.7639 - val_loss: 0.5291 - val_acc: 0.7778
Epoch 1103/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6020 - acc: 0.7764 - val_loss: 0.5299 - val_acc: 0.7778
Epoch 1104/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6020 - acc: 0.7653 - val_loss: 0.5308 - val_acc: 0.7778
Epoch 1105/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5740 - acc: 0.7764 - val_loss: 0.5320 - val_acc: 0.7722
Epoch 1106/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5925 - acc: 0.7778 - val_loss: 0.5327 - val_acc: 0.7722
Epoch 1107/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6251 - acc: 0.7611 - val_loss: 0.5337 - val_acc: 0.7722
Epoch 1108/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5967 - acc: 0.7722 - val_loss: 0.5350 - val_acc: 0.7722
Epoch 1109/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5957 - acc: 0.7806 - val_loss: 0.5359 - val_acc: 0.7722
Epoch 1110/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5636 - acc: 0.7750 - val_loss: 0.5371 - val_acc: 0.7722
Epoch 1111/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5924 - acc: 0.7708 - val_loss: 0.5384 - val_acc: 0.7722
Epoch 1112/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6245 - acc: 0.7653 - val_loss: 0.5395 - val_acc: 0.7667
Epoch 1113/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6091 - acc: 0.7528 - val_loss: 0.5403 - val_acc: 0.7667
Epoch 1114/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6170 - acc: 0.7736 - val_loss: 0.5409 - val_acc: 0.7667
Epoch 1115/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5903 - acc: 0.7819 - val_loss: 0.5409 - val_acc: 0.7667
Epoch 1116/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5752 - acc: 0.7903 - val_loss: 0.5408 - val_acc: 0.7667
Epoch 1117/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6196 - acc: 0.7625 - val_loss: 0.5406 - val_acc: 0.7722
Epoch 1118/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5940 - acc: 0.7792 - val_loss: 0.5405 - val_acc: 0.7722
Epoch 1119/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5916 - acc: 0.7736 - val_loss: 0.5406 - val_acc: 0.7722
Epoch 1120/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5892 - acc: 0.7736 - val_loss: 0.5413 - val_acc: 0.7722
Epoch 1121/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6120 - acc: 0.7778 - val_loss: 0.5425 - val_acc: 0.7722
Epoch 1122/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6170 - acc: 0.7694 - val_loss: 0.5441 - val_acc: 0.7667
Epoch 1123/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5967 - acc: 0.7611 - val_loss: 0.5456 - val_acc: 0.7611
Epoch 1124/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5821 - acc: 0.7764 - val_loss: 0.5473 - val_acc: 0.7611
Epoch 1125/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6183 - acc: 0.7583 - val_loss: 0.5486 - val_acc: 0.7611
Epoch 1126/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5874 - acc: 0.7625 - val_loss: 0.5490 - val_acc: 0.7667
Epoch 1127/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6071 - acc: 0.7722 - val_loss: 0.5487 - val_acc: 0.7667
Epoch 1128/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6099 - acc: 0.7778 - val_loss: 0.5474 - val_acc: 0.7667
Epoch 1129/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5993 - acc: 0.7681 - val_loss: 0.5468 - val_acc: 0.7667
Epoch 1130/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5836 - acc: 0.7667 - val_loss: 0.5461 - val_acc: 0.7667
Epoch 1131/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5951 - acc: 0.7764 - val_loss: 0.5459 - val_acc: 0.7667
Epoch 1132/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6118 - acc: 0.7875 - val_loss: 0.5457 - val_acc: 0.7667
Epoch 1133/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5996 - acc: 0.7806 - val_loss: 0.5455 - val_acc: 0.7667
Epoch 1134/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5817 - acc: 0.7722 - val_loss: 0.5453 - val_acc: 0.7611
Epoch 1135/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5839 - acc: 0.7611 - val_loss: 0.5453 - val_acc: 0.7611
Epoch 1136/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6035 - acc: 0.7667 - val_loss: 0.5456 - val_acc: 0.7667
Epoch 1137/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5678 - acc: 0.7806 - val_loss: 0.5457 - val_acc: 0.7667
Epoch 1138/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5857 - acc: 0.7778 - val_loss: 0.5462 - val_acc: 0.7667
Epoch 1139/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5762 - acc: 0.7653 - val_loss: 0.5466 - val_acc: 0.7667
Epoch 1140/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5990 - acc: 0.7708 - val_loss: 0.5471 - val_acc: 0.7667
Epoch 1141/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5839 - acc: 0.7778 - val_loss: 0.5466 - val_acc: 0.7667
Epoch 1142/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6091 - acc: 0.7653 - val_loss: 0.5459 - val_acc: 0.7667
Epoch 1143/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6092 - acc: 0.7708 - val_loss: 0.5444 - val_acc: 0.7722
Epoch 1144/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6165 - acc: 0.7639 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 1145/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6077 - acc: 0.7681 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 1146/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5795 - acc: 0.7694 - val_loss: 0.5439 - val_acc: 0.7722
Epoch 1147/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6030 - acc: 0.7708 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 1148/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6003 - acc: 0.7764 - val_loss: 0.5443 - val_acc: 0.7722
Epoch 1149/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5988 - acc: 0.7514 - val_loss: 0.5462 - val_acc: 0.7722
Epoch 1150/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6017 - acc: 0.7583 - val_loss: 0.5476 - val_acc: 0.7667
Epoch 1151/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5664 - acc: 0.7694 - val_loss: 0.5483 - val_acc: 0.7667
Epoch 1152/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6002 - acc: 0.7736 - val_loss: 0.5487 - val_acc: 0.7667
Epoch 1153/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6007 - acc: 0.7708 - val_loss: 0.5497 - val_acc: 0.7611
Epoch 1154/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5813 - acc: 0.7819 - val_loss: 0.5506 - val_acc: 0.7611
Epoch 1155/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5898 - acc: 0.7625 - val_loss: 0.5519 - val_acc: 0.7611
Epoch 1156/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6027 - acc: 0.7694 - val_loss: 0.5535 - val_acc: 0.7611
Epoch 1157/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6175 - acc: 0.7625 - val_loss: 0.5552 - val_acc: 0.7611
Epoch 1158/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5926 - acc: 0.7736 - val_loss: 0.5567 - val_acc: 0.7500
Epoch 1159/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5970 - acc: 0.7542 - val_loss: 0.5582 - val_acc: 0.7500
Epoch 1160/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5946 - acc: 0.7639 - val_loss: 0.5603 - val_acc: 0.7444
Epoch 1161/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5804 - acc: 0.7569 - val_loss: 0.5621 - val_acc: 0.7444
Epoch 1162/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5875 - acc: 0.7681 - val_loss: 0.5644 - val_acc: 0.7444
Epoch 1163/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5989 - acc: 0.7847 - val_loss: 0.5662 - val_acc: 0.7444
Epoch 1164/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5990 - acc: 0.7722 - val_loss: 0.5676 - val_acc: 0.7444
Epoch 1165/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6168 - acc: 0.7556 - val_loss: 0.5688 - val_acc: 0.7444
Epoch 1166/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5886 - acc: 0.7847 - val_loss: 0.5692 - val_acc: 0.7444
Epoch 1167/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6152 - acc: 0.7694 - val_loss: 0.5692 - val_acc: 0.7389
Epoch 1168/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5834 - acc: 0.7875 - val_loss: 0.5681 - val_acc: 0.7389
Epoch 1169/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5664 - acc: 0.7736 - val_loss: 0.5665 - val_acc: 0.7389
Epoch 1170/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6120 - acc: 0.7667 - val_loss: 0.5643 - val_acc: 0.7556
Epoch 1171/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6107 - acc: 0.7639 - val_loss: 0.5623 - val_acc: 0.7556
Epoch 1172/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5821 - acc: 0.7667 - val_loss: 0.5601 - val_acc: 0.7556
Epoch 1173/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6150 - acc: 0.7597 - val_loss: 0.5584 - val_acc: 0.7500
Epoch 1174/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6212 - acc: 0.7597 - val_loss: 0.5568 - val_acc: 0.7556
Epoch 1175/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6113 - acc: 0.7750 - val_loss: 0.5550 - val_acc: 0.7556
Epoch 1176/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5784 - acc: 0.7597 - val_loss: 0.5532 - val_acc: 0.7556
Epoch 1177/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5716 - acc: 0.7889 - val_loss: 0.5518 - val_acc: 0.7556
Epoch 1178/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5844 - acc: 0.7764 - val_loss: 0.5507 - val_acc: 0.7667
Epoch 1179/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6063 - acc: 0.7611 - val_loss: 0.5503 - val_acc: 0.7667
Epoch 1180/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5798 - acc: 0.7750 - val_loss: 0.5503 - val_acc: 0.7667
Epoch 1181/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5999 - acc: 0.7708 - val_loss: 0.5498 - val_acc: 0.7667
Epoch 1182/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5888 - acc: 0.7736 - val_loss: 0.5493 - val_acc: 0.7667
Epoch 1183/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6133 - acc: 0.7667 - val_loss: 0.5488 - val_acc: 0.7667
Epoch 1184/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5682 - acc: 0.7611 - val_loss: 0.5484 - val_acc: 0.7667
Epoch 1185/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6069 - acc: 0.7694 - val_loss: 0.5478 - val_acc: 0.7722
Epoch 1186/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5974 - acc: 0.7681 - val_loss: 0.5477 - val_acc: 0.7778
Epoch 1187/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5589 - acc: 0.7889 - val_loss: 0.5475 - val_acc: 0.7833
Epoch 1188/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5869 - acc: 0.7792 - val_loss: 0.5475 - val_acc: 0.7833
Epoch 1189/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6069 - acc: 0.7681 - val_loss: 0.5476 - val_acc: 0.7833
Epoch 1190/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5862 - acc: 0.7833 - val_loss: 0.5471 - val_acc: 0.7833
Epoch 1191/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6086 - acc: 0.7667 - val_loss: 0.5469 - val_acc: 0.7833
Epoch 1192/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5893 - acc: 0.7903 - val_loss: 0.5464 - val_acc: 0.7833
Epoch 1193/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6074 - acc: 0.7639 - val_loss: 0.5460 - val_acc: 0.7833
Epoch 1194/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6080 - acc: 0.7556 - val_loss: 0.5455 - val_acc: 0.7833
Epoch 1195/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5971 - acc: 0.7653 - val_loss: 0.5456 - val_acc: 0.7833
Epoch 1196/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5726 - acc: 0.7778 - val_loss: 0.5452 - val_acc: 0.7833
Epoch 1197/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5852 - acc: 0.7694 - val_loss: 0.5447 - val_acc: 0.7833
Epoch 1198/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5938 - acc: 0.7653 - val_loss: 0.5448 - val_acc: 0.7833
Epoch 1199/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6147 - acc: 0.7764 - val_loss: 0.5450 - val_acc: 0.7833
Epoch 1200/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6061 - acc: 0.7653 - val_loss: 0.5452 - val_acc: 0.7833
Epoch 1201/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6097 - acc: 0.7583 - val_loss: 0.5453 - val_acc: 0.7833
Epoch 1202/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5735 - acc: 0.7722 - val_loss: 0.5458 - val_acc: 0.7778
Epoch 1203/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6137 - acc: 0.7778 - val_loss: 0.5460 - val_acc: 0.7778
Epoch 1204/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6115 - acc: 0.7667 - val_loss: 0.5466 - val_acc: 0.7722
Epoch 1205/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5797 - acc: 0.7903 - val_loss: 0.5476 - val_acc: 0.7778
Epoch 1206/2000
720/720 [==============================] - 0s 32us/step - loss: 0.6021 - acc: 0.7694 - val_loss: 0.5486 - val_acc: 0.7778
Epoch 1207/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6066 - acc: 0.7667 - val_loss: 0.5491 - val_acc: 0.7778
Epoch 1208/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6004 - acc: 0.7542 - val_loss: 0.5496 - val_acc: 0.7667
Epoch 1209/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6001 - acc: 0.7667 - val_loss: 0.5502 - val_acc: 0.7667
Epoch 1210/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5965 - acc: 0.7681 - val_loss: 0.5505 - val_acc: 0.7667
Epoch 1211/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5730 - acc: 0.7806 - val_loss: 0.5506 - val_acc: 0.7667
Epoch 1212/2000
720/720 [==============================] - 0s 22us/step - loss: 0.6062 - acc: 0.7750 - val_loss: 0.5503 - val_acc: 0.7667
Epoch 1213/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6038 - acc: 0.7597 - val_loss: 0.5501 - val_acc: 0.7667
Epoch 1214/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6143 - acc: 0.7653 - val_loss: 0.5497 - val_acc: 0.7667
Epoch 1215/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5737 - acc: 0.7764 - val_loss: 0.5497 - val_acc: 0.7667
Epoch 1216/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5972 - acc: 0.7792 - val_loss: 0.5496 - val_acc: 0.7611
Epoch 1217/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6015 - acc: 0.7764 - val_loss: 0.5492 - val_acc: 0.7611
Epoch 1218/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5665 - acc: 0.7889 - val_loss: 0.5488 - val_acc: 0.7667
Epoch 1219/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5810 - acc: 0.7708 - val_loss: 0.5485 - val_acc: 0.7611
Epoch 1220/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5935 - acc: 0.7833 - val_loss: 0.5484 - val_acc: 0.7722
Epoch 1221/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5922 - acc: 0.7708 - val_loss: 0.5482 - val_acc: 0.7722
Epoch 1222/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5779 - acc: 0.7847 - val_loss: 0.5479 - val_acc: 0.7833
Epoch 1223/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5845 - acc: 0.7681 - val_loss: 0.5479 - val_acc: 0.7833
Epoch 1224/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6026 - acc: 0.7542 - val_loss: 0.5480 - val_acc: 0.7833
Epoch 1225/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5848 - acc: 0.7736 - val_loss: 0.5482 - val_acc: 0.7833
Epoch 1226/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5827 - acc: 0.7875 - val_loss: 0.5481 - val_acc: 0.7778
Epoch 1227/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5545 - acc: 0.7847 - val_loss: 0.5479 - val_acc: 0.7778
Epoch 1228/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5913 - acc: 0.7778 - val_loss: 0.5483 - val_acc: 0.7722
Epoch 1229/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5821 - acc: 0.7722 - val_loss: 0.5483 - val_acc: 0.7722
Epoch 1230/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5846 - acc: 0.7694 - val_loss: 0.5481 - val_acc: 0.7778
Epoch 1231/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6072 - acc: 0.7736 - val_loss: 0.5477 - val_acc: 0.7778
Epoch 1232/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5845 - acc: 0.7875 - val_loss: 0.5465 - val_acc: 0.7778
Epoch 1233/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5981 - acc: 0.7806 - val_loss: 0.5455 - val_acc: 0.7778
Epoch 1234/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5866 - acc: 0.7667 - val_loss: 0.5435 - val_acc: 0.7778
Epoch 1235/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5942 - acc: 0.7806 - val_loss: 0.5416 - val_acc: 0.7889
Epoch 1236/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5924 - acc: 0.7681 - val_loss: 0.5404 - val_acc: 0.7833
Epoch 1237/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5809 - acc: 0.7917 - val_loss: 0.5391 - val_acc: 0.7833
Epoch 1238/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6097 - acc: 0.7653 - val_loss: 0.5375 - val_acc: 0.7778
Epoch 1239/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5870 - acc: 0.7667 - val_loss: 0.5363 - val_acc: 0.7833
Epoch 1240/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6046 - acc: 0.7792 - val_loss: 0.5356 - val_acc: 0.7889
Epoch 1241/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6212 - acc: 0.7528 - val_loss: 0.5351 - val_acc: 0.7889
Epoch 1242/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6059 - acc: 0.7694 - val_loss: 0.5343 - val_acc: 0.7889
Epoch 1243/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5746 - acc: 0.7708 - val_loss: 0.5334 - val_acc: 0.7889
Epoch 1244/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5676 - acc: 0.7736 - val_loss: 0.5326 - val_acc: 0.7889
Epoch 1245/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5813 - acc: 0.7931 - val_loss: 0.5317 - val_acc: 0.7889
Epoch 1246/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5873 - acc: 0.7806 - val_loss: 0.5308 - val_acc: 0.7889
Epoch 1247/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5715 - acc: 0.7917 - val_loss: 0.5308 - val_acc: 0.7889
Epoch 1248/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6025 - acc: 0.7708 - val_loss: 0.5309 - val_acc: 0.7889
Epoch 1249/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5929 - acc: 0.7750 - val_loss: 0.5310 - val_acc: 0.7889
Epoch 1250/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5856 - acc: 0.7792 - val_loss: 0.5310 - val_acc: 0.7889
Epoch 1251/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6029 - acc: 0.7861 - val_loss: 0.5305 - val_acc: 0.7889
Epoch 1252/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5538 - acc: 0.7694 - val_loss: 0.5301 - val_acc: 0.7944
Epoch 1253/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5580 - acc: 0.7889 - val_loss: 0.5297 - val_acc: 0.7944
Epoch 1254/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5958 - acc: 0.7833 - val_loss: 0.5295 - val_acc: 0.7944
Epoch 1255/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5977 - acc: 0.7694 - val_loss: 0.5292 - val_acc: 0.7889
Epoch 1256/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5865 - acc: 0.7819 - val_loss: 0.5297 - val_acc: 0.7889
Epoch 1257/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5870 - acc: 0.7625 - val_loss: 0.5306 - val_acc: 0.7833
Epoch 1258/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5805 - acc: 0.7750 - val_loss: 0.5314 - val_acc: 0.7778
Epoch 1259/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5822 - acc: 0.7792 - val_loss: 0.5324 - val_acc: 0.7778
Epoch 1260/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5803 - acc: 0.7764 - val_loss: 0.5328 - val_acc: 0.7778
Epoch 1261/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5743 - acc: 0.7792 - val_loss: 0.5331 - val_acc: 0.7722
Epoch 1262/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5803 - acc: 0.7736 - val_loss: 0.5340 - val_acc: 0.7722
Epoch 1263/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5824 - acc: 0.7806 - val_loss: 0.5348 - val_acc: 0.7778
Epoch 1264/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6054 - acc: 0.7694 - val_loss: 0.5349 - val_acc: 0.7778
Epoch 1265/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5765 - acc: 0.7625 - val_loss: 0.5356 - val_acc: 0.7778
Epoch 1266/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5693 - acc: 0.7764 - val_loss: 0.5354 - val_acc: 0.7778
Epoch 1267/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6251 - acc: 0.7750 - val_loss: 0.5357 - val_acc: 0.7722
Epoch 1268/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5960 - acc: 0.7653 - val_loss: 0.5363 - val_acc: 0.7722
Epoch 1269/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5915 - acc: 0.7708 - val_loss: 0.5357 - val_acc: 0.7722
Epoch 1270/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5870 - acc: 0.7792 - val_loss: 0.5351 - val_acc: 0.7722
Epoch 1271/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5959 - acc: 0.7764 - val_loss: 0.5348 - val_acc: 0.7722
Epoch 1272/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6303 - acc: 0.7583 - val_loss: 0.5342 - val_acc: 0.7722
Epoch 1273/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6157 - acc: 0.7611 - val_loss: 0.5342 - val_acc: 0.7722
Epoch 1274/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5927 - acc: 0.7792 - val_loss: 0.5344 - val_acc: 0.7778
Epoch 1275/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5764 - acc: 0.7750 - val_loss: 0.5347 - val_acc: 0.7778
Epoch 1276/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6313 - acc: 0.7750 - val_loss: 0.5351 - val_acc: 0.7722
Epoch 1277/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5941 - acc: 0.7861 - val_loss: 0.5349 - val_acc: 0.7722
Epoch 1278/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5829 - acc: 0.7736 - val_loss: 0.5341 - val_acc: 0.7722
Epoch 1279/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5679 - acc: 0.7875 - val_loss: 0.5334 - val_acc: 0.7722
Epoch 1280/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5751 - acc: 0.7667 - val_loss: 0.5330 - val_acc: 0.7722
Epoch 1281/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6239 - acc: 0.7625 - val_loss: 0.5331 - val_acc: 0.7722
Epoch 1282/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5673 - acc: 0.7806 - val_loss: 0.5324 - val_acc: 0.7722
Epoch 1283/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5795 - acc: 0.7750 - val_loss: 0.5316 - val_acc: 0.7778
Epoch 1284/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5983 - acc: 0.7667 - val_loss: 0.5310 - val_acc: 0.7833
Epoch 1285/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5831 - acc: 0.7875 - val_loss: 0.5307 - val_acc: 0.7833
Epoch 1286/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5832 - acc: 0.7819 - val_loss: 0.5305 - val_acc: 0.7833
Epoch 1287/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5815 - acc: 0.7986 - val_loss: 0.5305 - val_acc: 0.7833
Epoch 1288/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6194 - acc: 0.7472 - val_loss: 0.5308 - val_acc: 0.7833
Epoch 1289/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5881 - acc: 0.7597 - val_loss: 0.5313 - val_acc: 0.7778
Epoch 1290/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5844 - acc: 0.7708 - val_loss: 0.5316 - val_acc: 0.7778
Epoch 1291/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5545 - acc: 0.7778 - val_loss: 0.5319 - val_acc: 0.7778
Epoch 1292/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5962 - acc: 0.7722 - val_loss: 0.5319 - val_acc: 0.7833
Epoch 1293/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5786 - acc: 0.7833 - val_loss: 0.5319 - val_acc: 0.7778
Epoch 1294/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6118 - acc: 0.7681 - val_loss: 0.5321 - val_acc: 0.7778
Epoch 1295/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5761 - acc: 0.7833 - val_loss: 0.5324 - val_acc: 0.7778
Epoch 1296/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5705 - acc: 0.7903 - val_loss: 0.5327 - val_acc: 0.7778
Epoch 1297/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5863 - acc: 0.7833 - val_loss: 0.5338 - val_acc: 0.7778
Epoch 1298/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5812 - acc: 0.7750 - val_loss: 0.5344 - val_acc: 0.7778
Epoch 1299/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5620 - acc: 0.7750 - val_loss: 0.5353 - val_acc: 0.7833
Epoch 1300/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5742 - acc: 0.7778 - val_loss: 0.5353 - val_acc: 0.7833
Epoch 1301/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6031 - acc: 0.7778 - val_loss: 0.5360 - val_acc: 0.7833
Epoch 1302/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6113 - acc: 0.7625 - val_loss: 0.5364 - val_acc: 0.7833
Epoch 1303/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5875 - acc: 0.7861 - val_loss: 0.5370 - val_acc: 0.7778
Epoch 1304/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5867 - acc: 0.7639 - val_loss: 0.5378 - val_acc: 0.7778
Epoch 1305/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6091 - acc: 0.7722 - val_loss: 0.5380 - val_acc: 0.7778
Epoch 1306/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6144 - acc: 0.7500 - val_loss: 0.5382 - val_acc: 0.7778
Epoch 1307/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5854 - acc: 0.7819 - val_loss: 0.5385 - val_acc: 0.7778
Epoch 1308/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5752 - acc: 0.7833 - val_loss: 0.5389 - val_acc: 0.7778
Epoch 1309/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5831 - acc: 0.7778 - val_loss: 0.5392 - val_acc: 0.7778
Epoch 1310/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6100 - acc: 0.7597 - val_loss: 0.5392 - val_acc: 0.7778
Epoch 1311/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5905 - acc: 0.7806 - val_loss: 0.5396 - val_acc: 0.7778
Epoch 1312/2000
720/720 [==============================] - 0s 26us/step - loss: 0.5969 - acc: 0.7569 - val_loss: 0.5398 - val_acc: 0.7833
Epoch 1313/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5795 - acc: 0.7722 - val_loss: 0.5399 - val_acc: 0.7889
Epoch 1314/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6074 - acc: 0.7750 - val_loss: 0.5403 - val_acc: 0.7889
Epoch 1315/2000
720/720 [==============================] - 0s 26us/step - loss: 0.5673 - acc: 0.7931 - val_loss: 0.5402 - val_acc: 0.7889
Epoch 1316/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5929 - acc: 0.7944 - val_loss: 0.5402 - val_acc: 0.7889
Epoch 1317/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5932 - acc: 0.7750 - val_loss: 0.5398 - val_acc: 0.7889
Epoch 1318/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5862 - acc: 0.7708 - val_loss: 0.5395 - val_acc: 0.7778
Epoch 1319/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6015 - acc: 0.7667 - val_loss: 0.5384 - val_acc: 0.7778
Epoch 1320/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5910 - acc: 0.7569 - val_loss: 0.5371 - val_acc: 0.7778
Epoch 1321/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5856 - acc: 0.7750 - val_loss: 0.5369 - val_acc: 0.7778
Epoch 1322/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5760 - acc: 0.7875 - val_loss: 0.5367 - val_acc: 0.7778
Epoch 1323/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6057 - acc: 0.7722 - val_loss: 0.5374 - val_acc: 0.7778
Epoch 1324/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5932 - acc: 0.7639 - val_loss: 0.5378 - val_acc: 0.7778
Epoch 1325/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5839 - acc: 0.7750 - val_loss: 0.5383 - val_acc: 0.7778
Epoch 1326/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6223 - acc: 0.7708 - val_loss: 0.5394 - val_acc: 0.7722
Epoch 1327/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5620 - acc: 0.7931 - val_loss: 0.5405 - val_acc: 0.7722
Epoch 1328/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5968 - acc: 0.7806 - val_loss: 0.5412 - val_acc: 0.7722
Epoch 1329/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5634 - acc: 0.7875 - val_loss: 0.5417 - val_acc: 0.7722
Epoch 1330/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5675 - acc: 0.7833 - val_loss: 0.5420 - val_acc: 0.7722
Epoch 1331/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6083 - acc: 0.7625 - val_loss: 0.5428 - val_acc: 0.7722
Epoch 1332/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5806 - acc: 0.7736 - val_loss: 0.5431 - val_acc: 0.7722
Epoch 1333/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5800 - acc: 0.7736 - val_loss: 0.5432 - val_acc: 0.7722
Epoch 1334/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5860 - acc: 0.7750 - val_loss: 0.5428 - val_acc: 0.7722
Epoch 1335/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5346 - acc: 0.7875 - val_loss: 0.5425 - val_acc: 0.7722
Epoch 1336/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5735 - acc: 0.7736 - val_loss: 0.5430 - val_acc: 0.7722
Epoch 1337/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5479 - acc: 0.7861 - val_loss: 0.5434 - val_acc: 0.7667
Epoch 1338/2000
720/720 [==============================] - 0s 25us/step - loss: 0.5855 - acc: 0.7778 - val_loss: 0.5435 - val_acc: 0.7667
Epoch 1339/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5872 - acc: 0.7778 - val_loss: 0.5441 - val_acc: 0.7667
Epoch 1340/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5786 - acc: 0.7833 - val_loss: 0.5444 - val_acc: 0.7667
Epoch 1341/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5871 - acc: 0.7778 - val_loss: 0.5449 - val_acc: 0.7667
Epoch 1342/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5843 - acc: 0.7819 - val_loss: 0.5452 - val_acc: 0.7667
Epoch 1343/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5902 - acc: 0.7625 - val_loss: 0.5450 - val_acc: 0.7722
Epoch 1344/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5764 - acc: 0.7764 - val_loss: 0.5447 - val_acc: 0.7722
Epoch 1345/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5668 - acc: 0.7917 - val_loss: 0.5442 - val_acc: 0.7722
Epoch 1346/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5963 - acc: 0.7764 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 1347/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5812 - acc: 0.7819 - val_loss: 0.5437 - val_acc: 0.7722
Epoch 1348/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5755 - acc: 0.7722 - val_loss: 0.5435 - val_acc: 0.7667
Epoch 1349/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5786 - acc: 0.7806 - val_loss: 0.5429 - val_acc: 0.7667
Epoch 1350/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5745 - acc: 0.7764 - val_loss: 0.5427 - val_acc: 0.7667
Epoch 1351/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5792 - acc: 0.7694 - val_loss: 0.5430 - val_acc: 0.7667
Epoch 1352/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5751 - acc: 0.7736 - val_loss: 0.5438 - val_acc: 0.7667
Epoch 1353/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6181 - acc: 0.7625 - val_loss: 0.5442 - val_acc: 0.7667
Epoch 1354/2000
720/720 [==============================] - 0s 19us/step - loss: 0.6233 - acc: 0.7625 - val_loss: 0.5448 - val_acc: 0.7611
Epoch 1355/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5751 - acc: 0.7819 - val_loss: 0.5439 - val_acc: 0.7667
Epoch 1356/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5838 - acc: 0.7792 - val_loss: 0.5429 - val_acc: 0.7722
Epoch 1357/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5740 - acc: 0.7722 - val_loss: 0.5417 - val_acc: 0.7667
Epoch 1358/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5722 - acc: 0.7861 - val_loss: 0.5405 - val_acc: 0.7667
Epoch 1359/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5848 - acc: 0.7722 - val_loss: 0.5395 - val_acc: 0.7722
Epoch 1360/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6098 - acc: 0.7792 - val_loss: 0.5384 - val_acc: 0.7722
Epoch 1361/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5843 - acc: 0.7653 - val_loss: 0.5371 - val_acc: 0.7722
Epoch 1362/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5858 - acc: 0.7903 - val_loss: 0.5364 - val_acc: 0.7778
Epoch 1363/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5809 - acc: 0.8069 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 1364/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6077 - acc: 0.7750 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 1365/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5873 - acc: 0.7750 - val_loss: 0.5353 - val_acc: 0.7833
Epoch 1366/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5868 - acc: 0.7764 - val_loss: 0.5353 - val_acc: 0.7889
Epoch 1367/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5697 - acc: 0.7792 - val_loss: 0.5356 - val_acc: 0.7889
Epoch 1368/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5962 - acc: 0.7597 - val_loss: 0.5366 - val_acc: 0.7889
Epoch 1369/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6124 - acc: 0.7722 - val_loss: 0.5372 - val_acc: 0.7944
Epoch 1370/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5813 - acc: 0.7833 - val_loss: 0.5382 - val_acc: 0.7944
Epoch 1371/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5574 - acc: 0.7903 - val_loss: 0.5392 - val_acc: 0.7944
Epoch 1372/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5967 - acc: 0.7722 - val_loss: 0.5402 - val_acc: 0.7889
Epoch 1373/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6000 - acc: 0.7778 - val_loss: 0.5412 - val_acc: 0.7833
Epoch 1374/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6125 - acc: 0.7569 - val_loss: 0.5425 - val_acc: 0.7889
Epoch 1375/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5920 - acc: 0.7792 - val_loss: 0.5436 - val_acc: 0.7889
Epoch 1376/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5930 - acc: 0.7653 - val_loss: 0.5443 - val_acc: 0.7778
Epoch 1377/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5729 - acc: 0.7792 - val_loss: 0.5450 - val_acc: 0.7778
Epoch 1378/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5968 - acc: 0.7542 - val_loss: 0.5452 - val_acc: 0.7722
Epoch 1379/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5750 - acc: 0.7708 - val_loss: 0.5450 - val_acc: 0.7722
Epoch 1380/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5825 - acc: 0.7736 - val_loss: 0.5444 - val_acc: 0.7722
Epoch 1381/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5688 - acc: 0.7931 - val_loss: 0.5439 - val_acc: 0.7722
Epoch 1382/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5792 - acc: 0.7917 - val_loss: 0.5435 - val_acc: 0.7778
Epoch 1383/2000
720/720 [==============================] - 0s 40us/step - loss: 0.5651 - acc: 0.7903 - val_loss: 0.5433 - val_acc: 0.7778
Epoch 1384/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5718 - acc: 0.7847 - val_loss: 0.5435 - val_acc: 0.7778
Epoch 1385/2000
720/720 [==============================] - 0s 29us/step - loss: 0.5851 - acc: 0.7819 - val_loss: 0.5438 - val_acc: 0.7722
Epoch 1386/2000
720/720 [==============================] - 0s 29us/step - loss: 0.5728 - acc: 0.7917 - val_loss: 0.5448 - val_acc: 0.7722
Epoch 1387/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5647 - acc: 0.7847 - val_loss: 0.5451 - val_acc: 0.7722
Epoch 1388/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5767 - acc: 0.7694 - val_loss: 0.5454 - val_acc: 0.7722
Epoch 1389/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5917 - acc: 0.7806 - val_loss: 0.5459 - val_acc: 0.7722
Epoch 1390/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5905 - acc: 0.7681 - val_loss: 0.5455 - val_acc: 0.7722
Epoch 1391/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5670 - acc: 0.7847 - val_loss: 0.5459 - val_acc: 0.7722
Epoch 1392/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5760 - acc: 0.7653 - val_loss: 0.5460 - val_acc: 0.7667
Epoch 1393/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5840 - acc: 0.7778 - val_loss: 0.5457 - val_acc: 0.7722
Epoch 1394/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6046 - acc: 0.7736 - val_loss: 0.5447 - val_acc: 0.7722
Epoch 1395/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6060 - acc: 0.7681 - val_loss: 0.5443 - val_acc: 0.7778
Epoch 1396/2000
720/720 [==============================] - 0s 24us/step - loss: 0.5712 - acc: 0.7833 - val_loss: 0.5436 - val_acc: 0.7778
Epoch 1397/2000
720/720 [==============================] - 0s 25us/step - loss: 0.5918 - acc: 0.7778 - val_loss: 0.5427 - val_acc: 0.7778
Epoch 1398/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6094 - acc: 0.7681 - val_loss: 0.5415 - val_acc: 0.7778
Epoch 1399/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5768 - acc: 0.7736 - val_loss: 0.5409 - val_acc: 0.7833
Epoch 1400/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5813 - acc: 0.7750 - val_loss: 0.5413 - val_acc: 0.7833
Epoch 1401/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5879 - acc: 0.7819 - val_loss: 0.5417 - val_acc: 0.7889
Epoch 1402/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5794 - acc: 0.7750 - val_loss: 0.5418 - val_acc: 0.7833
Epoch 1403/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5980 - acc: 0.7736 - val_loss: 0.5425 - val_acc: 0.7778
Epoch 1404/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5711 - acc: 0.7847 - val_loss: 0.5419 - val_acc: 0.7778
Epoch 1405/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6011 - acc: 0.7764 - val_loss: 0.5414 - val_acc: 0.7778
Epoch 1406/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5562 - acc: 0.7847 - val_loss: 0.5410 - val_acc: 0.7778
Epoch 1407/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5908 - acc: 0.7806 - val_loss: 0.5412 - val_acc: 0.7778
Epoch 1408/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5515 - acc: 0.7875 - val_loss: 0.5409 - val_acc: 0.7778
Epoch 1409/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6148 - acc: 0.7653 - val_loss: 0.5405 - val_acc: 0.7722
Epoch 1410/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5549 - acc: 0.7847 - val_loss: 0.5401 - val_acc: 0.7722
Epoch 1411/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5869 - acc: 0.7819 - val_loss: 0.5396 - val_acc: 0.7722
Epoch 1412/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5570 - acc: 0.7875 - val_loss: 0.5394 - val_acc: 0.7722
Epoch 1413/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5596 - acc: 0.7792 - val_loss: 0.5391 - val_acc: 0.7722
Epoch 1414/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5806 - acc: 0.7764 - val_loss: 0.5394 - val_acc: 0.7667
Epoch 1415/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5816 - acc: 0.7736 - val_loss: 0.5393 - val_acc: 0.7667
Epoch 1416/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5845 - acc: 0.7833 - val_loss: 0.5391 - val_acc: 0.7667
Epoch 1417/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5801 - acc: 0.7792 - val_loss: 0.5386 - val_acc: 0.7667
Epoch 1418/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5840 - acc: 0.7861 - val_loss: 0.5376 - val_acc: 0.7667
Epoch 1419/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5819 - acc: 0.7833 - val_loss: 0.5364 - val_acc: 0.7778
Epoch 1420/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5869 - acc: 0.7806 - val_loss: 0.5353 - val_acc: 0.7833
Epoch 1421/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5477 - acc: 0.7986 - val_loss: 0.5350 - val_acc: 0.7944
Epoch 1422/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6057 - acc: 0.7764 - val_loss: 0.5348 - val_acc: 0.7944
Epoch 1423/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5428 - acc: 0.7861 - val_loss: 0.5351 - val_acc: 0.7889
Epoch 1424/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5891 - acc: 0.7819 - val_loss: 0.5352 - val_acc: 0.7944
Epoch 1425/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5824 - acc: 0.7792 - val_loss: 0.5352 - val_acc: 0.7889
Epoch 1426/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5979 - acc: 0.7792 - val_loss: 0.5353 - val_acc: 0.7889
Epoch 1427/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5837 - acc: 0.7833 - val_loss: 0.5350 - val_acc: 0.7889
Epoch 1428/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5946 - acc: 0.7722 - val_loss: 0.5348 - val_acc: 0.7889
Epoch 1429/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5788 - acc: 0.7722 - val_loss: 0.5345 - val_acc: 0.7944
Epoch 1430/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5672 - acc: 0.7861 - val_loss: 0.5343 - val_acc: 0.7944
Epoch 1431/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5777 - acc: 0.7722 - val_loss: 0.5339 - val_acc: 0.7944
Epoch 1432/2000
720/720 [==============================] - 0s 15us/step - loss: 0.6096 - acc: 0.7792 - val_loss: 0.5340 - val_acc: 0.7889
Epoch 1433/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5977 - acc: 0.7736 - val_loss: 0.5343 - val_acc: 0.7889
Epoch 1434/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5702 - acc: 0.7861 - val_loss: 0.5350 - val_acc: 0.7889
Epoch 1435/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5902 - acc: 0.7806 - val_loss: 0.5360 - val_acc: 0.7889
Epoch 1436/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5648 - acc: 0.7819 - val_loss: 0.5367 - val_acc: 0.7889
Epoch 1437/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6112 - acc: 0.7639 - val_loss: 0.5378 - val_acc: 0.7889
Epoch 1438/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5614 - acc: 0.8000 - val_loss: 0.5393 - val_acc: 0.7889
Epoch 1439/2000
720/720 [==============================] - 0s 17us/step - loss: 0.6045 - acc: 0.7792 - val_loss: 0.5413 - val_acc: 0.7833
Epoch 1440/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5693 - acc: 0.7986 - val_loss: 0.5435 - val_acc: 0.7778
Epoch 1441/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5812 - acc: 0.7931 - val_loss: 0.5465 - val_acc: 0.7722
Epoch 1442/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5838 - acc: 0.7750 - val_loss: 0.5493 - val_acc: 0.7611
Epoch 1443/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5578 - acc: 0.7806 - val_loss: 0.5515 - val_acc: 0.7611
Epoch 1444/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5723 - acc: 0.7931 - val_loss: 0.5535 - val_acc: 0.7556
Epoch 1445/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5652 - acc: 0.7819 - val_loss: 0.5552 - val_acc: 0.7556
Epoch 1446/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5677 - acc: 0.7861 - val_loss: 0.5564 - val_acc: 0.7556
Epoch 1447/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5719 - acc: 0.7639 - val_loss: 0.5577 - val_acc: 0.7556
Epoch 1448/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5642 - acc: 0.7778 - val_loss: 0.5592 - val_acc: 0.7556
Epoch 1449/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5869 - acc: 0.7750 - val_loss: 0.5608 - val_acc: 0.7556
Epoch 1450/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5851 - acc: 0.7708 - val_loss: 0.5628 - val_acc: 0.7556
Epoch 1451/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5764 - acc: 0.7917 - val_loss: 0.5637 - val_acc: 0.7611
Epoch 1452/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5931 - acc: 0.7931 - val_loss: 0.5656 - val_acc: 0.7611
Epoch 1453/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5844 - acc: 0.7722 - val_loss: 0.5663 - val_acc: 0.7556
Epoch 1454/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5643 - acc: 0.7694 - val_loss: 0.5663 - val_acc: 0.7556
Epoch 1455/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5658 - acc: 0.7681 - val_loss: 0.5656 - val_acc: 0.7556
Epoch 1456/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5503 - acc: 0.7944 - val_loss: 0.5646 - val_acc: 0.7556
Epoch 1457/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5688 - acc: 0.7944 - val_loss: 0.5640 - val_acc: 0.7611
Epoch 1458/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5831 - acc: 0.7569 - val_loss: 0.5629 - val_acc: 0.7611
Epoch 1459/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5868 - acc: 0.7833 - val_loss: 0.5608 - val_acc: 0.7556
Epoch 1460/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5767 - acc: 0.7833 - val_loss: 0.5585 - val_acc: 0.7500
Epoch 1461/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5645 - acc: 0.7972 - val_loss: 0.5557 - val_acc: 0.7556
Epoch 1462/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5621 - acc: 0.7972 - val_loss: 0.5534 - val_acc: 0.7667
Epoch 1463/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5592 - acc: 0.7847 - val_loss: 0.5515 - val_acc: 0.7722
Epoch 1464/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5897 - acc: 0.7792 - val_loss: 0.5498 - val_acc: 0.7722
Epoch 1465/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5575 - acc: 0.7875 - val_loss: 0.5487 - val_acc: 0.7722
Epoch 1466/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5848 - acc: 0.7681 - val_loss: 0.5475 - val_acc: 0.7722
Epoch 1467/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5692 - acc: 0.7819 - val_loss: 0.5464 - val_acc: 0.7722
Epoch 1468/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5476 - acc: 0.7903 - val_loss: 0.5448 - val_acc: 0.7722
Epoch 1469/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5999 - acc: 0.7889 - val_loss: 0.5433 - val_acc: 0.7722
Epoch 1470/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5629 - acc: 0.7694 - val_loss: 0.5422 - val_acc: 0.7722
Epoch 1471/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5642 - acc: 0.7778 - val_loss: 0.5419 - val_acc: 0.7722
Epoch 1472/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5859 - acc: 0.7750 - val_loss: 0.5425 - val_acc: 0.7722
Epoch 1473/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5602 - acc: 0.7833 - val_loss: 0.5432 - val_acc: 0.7722
Epoch 1474/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5650 - acc: 0.7903 - val_loss: 0.5436 - val_acc: 0.7778
Epoch 1475/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5658 - acc: 0.7681 - val_loss: 0.5447 - val_acc: 0.7778
Epoch 1476/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5558 - acc: 0.7847 - val_loss: 0.5458 - val_acc: 0.7722
Epoch 1477/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5911 - acc: 0.7764 - val_loss: 0.5465 - val_acc: 0.7667
Epoch 1478/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5805 - acc: 0.7847 - val_loss: 0.5470 - val_acc: 0.7611
Epoch 1479/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5791 - acc: 0.7958 - val_loss: 0.5469 - val_acc: 0.7611
Epoch 1480/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5665 - acc: 0.7931 - val_loss: 0.5474 - val_acc: 0.7611
Epoch 1481/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5661 - acc: 0.7986 - val_loss: 0.5484 - val_acc: 0.7611
Epoch 1482/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5633 - acc: 0.7875 - val_loss: 0.5497 - val_acc: 0.7556
Epoch 1483/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6007 - acc: 0.7847 - val_loss: 0.5508 - val_acc: 0.7556
Epoch 1484/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5361 - acc: 0.7917 - val_loss: 0.5513 - val_acc: 0.7611
Epoch 1485/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5746 - acc: 0.7708 - val_loss: 0.5516 - val_acc: 0.7611
Epoch 1486/2000
720/720 [==============================] - 0s 18us/step - loss: 0.6058 - acc: 0.7750 - val_loss: 0.5514 - val_acc: 0.7611
Epoch 1487/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5753 - acc: 0.7708 - val_loss: 0.5510 - val_acc: 0.7611
Epoch 1488/2000
720/720 [==============================] - 0s 21us/step - loss: 0.5788 - acc: 0.7806 - val_loss: 0.5497 - val_acc: 0.7611
Epoch 1489/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5841 - acc: 0.7681 - val_loss: 0.5486 - val_acc: 0.7611
Epoch 1490/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5980 - acc: 0.7722 - val_loss: 0.5470 - val_acc: 0.7667
Epoch 1491/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5691 - acc: 0.7847 - val_loss: 0.5466 - val_acc: 0.7611
Epoch 1492/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5664 - acc: 0.7903 - val_loss: 0.5464 - val_acc: 0.7611
Epoch 1493/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5720 - acc: 0.7750 - val_loss: 0.5454 - val_acc: 0.7611
Epoch 1494/2000
720/720 [==============================] - 0s 14us/step - loss: 0.6352 - acc: 0.7694 - val_loss: 0.5454 - val_acc: 0.7611
Epoch 1495/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5822 - acc: 0.7750 - val_loss: 0.5450 - val_acc: 0.7611
Epoch 1496/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5631 - acc: 0.7750 - val_loss: 0.5451 - val_acc: 0.7611
Epoch 1497/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5810 - acc: 0.7819 - val_loss: 0.5458 - val_acc: 0.7556
Epoch 1498/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5580 - acc: 0.7917 - val_loss: 0.5462 - val_acc: 0.7556
Epoch 1499/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5544 - acc: 0.7736 - val_loss: 0.5471 - val_acc: 0.7556
Epoch 1500/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5754 - acc: 0.7875 - val_loss: 0.5477 - val_acc: 0.7556
Epoch 1501/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5779 - acc: 0.7833 - val_loss: 0.5479 - val_acc: 0.7556
Epoch 1502/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5767 - acc: 0.8028 - val_loss: 0.5479 - val_acc: 0.7500
Epoch 1503/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5513 - acc: 0.7806 - val_loss: 0.5477 - val_acc: 0.7500
Epoch 1504/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5756 - acc: 0.7972 - val_loss: 0.5478 - val_acc: 0.7444
Epoch 1505/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5493 - acc: 0.7847 - val_loss: 0.5475 - val_acc: 0.7500
Epoch 1506/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5535 - acc: 0.7875 - val_loss: 0.5471 - val_acc: 0.7500
Epoch 1507/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5809 - acc: 0.7750 - val_loss: 0.5469 - val_acc: 0.7611
Epoch 1508/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5327 - acc: 0.8042 - val_loss: 0.5472 - val_acc: 0.7667
Epoch 1509/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5685 - acc: 0.7861 - val_loss: 0.5476 - val_acc: 0.7667
Epoch 1510/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5597 - acc: 0.7903 - val_loss: 0.5487 - val_acc: 0.7611
Epoch 1511/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5778 - acc: 0.7722 - val_loss: 0.5505 - val_acc: 0.7667
Epoch 1512/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5874 - acc: 0.7722 - val_loss: 0.5523 - val_acc: 0.7611
Epoch 1513/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5757 - acc: 0.7764 - val_loss: 0.5544 - val_acc: 0.7556
Epoch 1514/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5662 - acc: 0.8097 - val_loss: 0.5573 - val_acc: 0.7667
Epoch 1515/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5803 - acc: 0.7806 - val_loss: 0.5599 - val_acc: 0.7667
Epoch 1516/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5759 - acc: 0.7917 - val_loss: 0.5629 - val_acc: 0.7611
Epoch 1517/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5690 - acc: 0.7944 - val_loss: 0.5653 - val_acc: 0.7667
Epoch 1518/2000
720/720 [==============================] - 0s 12us/step - loss: 0.6182 - acc: 0.7694 - val_loss: 0.5668 - val_acc: 0.7611
Epoch 1519/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5796 - acc: 0.7833 - val_loss: 0.5679 - val_acc: 0.7611
Epoch 1520/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5750 - acc: 0.7792 - val_loss: 0.5688 - val_acc: 0.7611
Epoch 1521/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5723 - acc: 0.7944 - val_loss: 0.5695 - val_acc: 0.7611
Epoch 1522/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5702 - acc: 0.7778 - val_loss: 0.5696 - val_acc: 0.7667
Epoch 1523/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5609 - acc: 0.7764 - val_loss: 0.5699 - val_acc: 0.7611
Epoch 1524/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5522 - acc: 0.7764 - val_loss: 0.5698 - val_acc: 0.7667
Epoch 1525/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5846 - acc: 0.7736 - val_loss: 0.5692 - val_acc: 0.7667
Epoch 1526/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5920 - acc: 0.7764 - val_loss: 0.5689 - val_acc: 0.7667
Epoch 1527/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5630 - acc: 0.7931 - val_loss: 0.5689 - val_acc: 0.7667
Epoch 1528/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5790 - acc: 0.7944 - val_loss: 0.5694 - val_acc: 0.7667
Epoch 1529/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5586 - acc: 0.7944 - val_loss: 0.5695 - val_acc: 0.7667
Epoch 1530/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5864 - acc: 0.7847 - val_loss: 0.5689 - val_acc: 0.7667
Epoch 1531/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5777 - acc: 0.7847 - val_loss: 0.5685 - val_acc: 0.7667
Epoch 1532/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5992 - acc: 0.7764 - val_loss: 0.5677 - val_acc: 0.7667
Epoch 1533/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5737 - acc: 0.7861 - val_loss: 0.5666 - val_acc: 0.7667
Epoch 1534/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5711 - acc: 0.7861 - val_loss: 0.5655 - val_acc: 0.7667
Epoch 1535/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5668 - acc: 0.7833 - val_loss: 0.5642 - val_acc: 0.7611
Epoch 1536/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5903 - acc: 0.7889 - val_loss: 0.5630 - val_acc: 0.7667
Epoch 1537/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5768 - acc: 0.7778 - val_loss: 0.5628 - val_acc: 0.7667
Epoch 1538/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5563 - acc: 0.7833 - val_loss: 0.5637 - val_acc: 0.7667
Epoch 1539/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5930 - acc: 0.7806 - val_loss: 0.5646 - val_acc: 0.7611
Epoch 1540/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5660 - acc: 0.7778 - val_loss: 0.5651 - val_acc: 0.7667
Epoch 1541/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5650 - acc: 0.7764 - val_loss: 0.5651 - val_acc: 0.7667
Epoch 1542/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5742 - acc: 0.7917 - val_loss: 0.5648 - val_acc: 0.7667
Epoch 1543/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5639 - acc: 0.7833 - val_loss: 0.5651 - val_acc: 0.7722
Epoch 1544/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5773 - acc: 0.7778 - val_loss: 0.5666 - val_acc: 0.7667
Epoch 1545/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5783 - acc: 0.7806 - val_loss: 0.5682 - val_acc: 0.7667
Epoch 1546/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5802 - acc: 0.7819 - val_loss: 0.5693 - val_acc: 0.7722
Epoch 1547/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5684 - acc: 0.7944 - val_loss: 0.5690 - val_acc: 0.7722
Epoch 1548/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5641 - acc: 0.7875 - val_loss: 0.5687 - val_acc: 0.7722
Epoch 1549/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5778 - acc: 0.7653 - val_loss: 0.5677 - val_acc: 0.7722
Epoch 1550/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5896 - acc: 0.7792 - val_loss: 0.5663 - val_acc: 0.7722
Epoch 1551/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5579 - acc: 0.7889 - val_loss: 0.5655 - val_acc: 0.7667
Epoch 1552/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5686 - acc: 0.7806 - val_loss: 0.5638 - val_acc: 0.7722
Epoch 1553/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5736 - acc: 0.7875 - val_loss: 0.5625 - val_acc: 0.7667
Epoch 1554/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5652 - acc: 0.7903 - val_loss: 0.5613 - val_acc: 0.7667
Epoch 1555/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5711 - acc: 0.7917 - val_loss: 0.5597 - val_acc: 0.7667
Epoch 1556/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5726 - acc: 0.7833 - val_loss: 0.5587 - val_acc: 0.7722
Epoch 1557/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5797 - acc: 0.7861 - val_loss: 0.5573 - val_acc: 0.7667
Epoch 1558/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5787 - acc: 0.7736 - val_loss: 0.5550 - val_acc: 0.7667
Epoch 1559/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5793 - acc: 0.7806 - val_loss: 0.5528 - val_acc: 0.7667
Epoch 1560/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5853 - acc: 0.7792 - val_loss: 0.5512 - val_acc: 0.7722
Epoch 1561/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5765 - acc: 0.7792 - val_loss: 0.5497 - val_acc: 0.7778
Epoch 1562/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5588 - acc: 0.7944 - val_loss: 0.5484 - val_acc: 0.7778
Epoch 1563/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5948 - acc: 0.7847 - val_loss: 0.5479 - val_acc: 0.7778
Epoch 1564/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6139 - acc: 0.7792 - val_loss: 0.5477 - val_acc: 0.7722
Epoch 1565/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5623 - acc: 0.7944 - val_loss: 0.5472 - val_acc: 0.7833
Epoch 1566/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5756 - acc: 0.7889 - val_loss: 0.5465 - val_acc: 0.7889
Epoch 1567/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6072 - acc: 0.7736 - val_loss: 0.5458 - val_acc: 0.7889
Epoch 1568/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5716 - acc: 0.7903 - val_loss: 0.5461 - val_acc: 0.7833
Epoch 1569/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5539 - acc: 0.7819 - val_loss: 0.5467 - val_acc: 0.7833
Epoch 1570/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5506 - acc: 0.7931 - val_loss: 0.5469 - val_acc: 0.7833
Epoch 1571/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5901 - acc: 0.7806 - val_loss: 0.5481 - val_acc: 0.7722
Epoch 1572/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5750 - acc: 0.7889 - val_loss: 0.5490 - val_acc: 0.7667
Epoch 1573/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5491 - acc: 0.7861 - val_loss: 0.5501 - val_acc: 0.7611
Epoch 1574/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5785 - acc: 0.7847 - val_loss: 0.5518 - val_acc: 0.7611
Epoch 1575/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5496 - acc: 0.7806 - val_loss: 0.5533 - val_acc: 0.7611
Epoch 1576/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5711 - acc: 0.8014 - val_loss: 0.5542 - val_acc: 0.7611
Epoch 1577/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5863 - acc: 0.7861 - val_loss: 0.5556 - val_acc: 0.7556
Epoch 1578/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5733 - acc: 0.7819 - val_loss: 0.5572 - val_acc: 0.7611
Epoch 1579/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5540 - acc: 0.7861 - val_loss: 0.5590 - val_acc: 0.7667
Epoch 1580/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5599 - acc: 0.7764 - val_loss: 0.5604 - val_acc: 0.7667
Epoch 1581/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5814 - acc: 0.7694 - val_loss: 0.5614 - val_acc: 0.7667
Epoch 1582/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5610 - acc: 0.7764 - val_loss: 0.5621 - val_acc: 0.7722
Epoch 1583/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5594 - acc: 0.7861 - val_loss: 0.5630 - val_acc: 0.7667
Epoch 1584/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5746 - acc: 0.7986 - val_loss: 0.5627 - val_acc: 0.7611
Epoch 1585/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5574 - acc: 0.7819 - val_loss: 0.5626 - val_acc: 0.7667
Epoch 1586/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5702 - acc: 0.7847 - val_loss: 0.5627 - val_acc: 0.7667
Epoch 1587/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5686 - acc: 0.7986 - val_loss: 0.5616 - val_acc: 0.7611
Epoch 1588/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5752 - acc: 0.7778 - val_loss: 0.5607 - val_acc: 0.7611
Epoch 1589/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5665 - acc: 0.7875 - val_loss: 0.5598 - val_acc: 0.7500
Epoch 1590/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5765 - acc: 0.7889 - val_loss: 0.5572 - val_acc: 0.7556
Epoch 1591/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5412 - acc: 0.7875 - val_loss: 0.5552 - val_acc: 0.7611
Epoch 1592/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5584 - acc: 0.7736 - val_loss: 0.5539 - val_acc: 0.7556
Epoch 1593/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5822 - acc: 0.7750 - val_loss: 0.5523 - val_acc: 0.7556
Epoch 1594/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5548 - acc: 0.7639 - val_loss: 0.5506 - val_acc: 0.7667
Epoch 1595/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5844 - acc: 0.7694 - val_loss: 0.5495 - val_acc: 0.7722
Epoch 1596/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5765 - acc: 0.7847 - val_loss: 0.5476 - val_acc: 0.7722
Epoch 1597/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5621 - acc: 0.8028 - val_loss: 0.5460 - val_acc: 0.7667
Epoch 1598/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5759 - acc: 0.7944 - val_loss: 0.5445 - val_acc: 0.7667
Epoch 1599/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5861 - acc: 0.7903 - val_loss: 0.5425 - val_acc: 0.7667
Epoch 1600/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5666 - acc: 0.7764 - val_loss: 0.5409 - val_acc: 0.7667
Epoch 1601/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5454 - acc: 0.7972 - val_loss: 0.5401 - val_acc: 0.7667
Epoch 1602/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5554 - acc: 0.7931 - val_loss: 0.5388 - val_acc: 0.7667
Epoch 1603/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5673 - acc: 0.7903 - val_loss: 0.5375 - val_acc: 0.7667
Epoch 1604/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5869 - acc: 0.7722 - val_loss: 0.5363 - val_acc: 0.7722
Epoch 1605/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5499 - acc: 0.7958 - val_loss: 0.5347 - val_acc: 0.7778
Epoch 1606/2000
720/720 [==============================] - 0s 11us/step - loss: 0.6057 - acc: 0.7722 - val_loss: 0.5339 - val_acc: 0.7778
Epoch 1607/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5532 - acc: 0.7889 - val_loss: 0.5325 - val_acc: 0.7778
Epoch 1608/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5748 - acc: 0.7792 - val_loss: 0.5311 - val_acc: 0.7778
Epoch 1609/2000
720/720 [==============================] - 0s 13us/step - loss: 0.6085 - acc: 0.7611 - val_loss: 0.5304 - val_acc: 0.7778
Epoch 1610/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5776 - acc: 0.7875 - val_loss: 0.5300 - val_acc: 0.7778
Epoch 1611/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5836 - acc: 0.7736 - val_loss: 0.5296 - val_acc: 0.7778
Epoch 1612/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5615 - acc: 0.8042 - val_loss: 0.5292 - val_acc: 0.7833
Epoch 1613/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5630 - acc: 0.7764 - val_loss: 0.5290 - val_acc: 0.7889
Epoch 1614/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5630 - acc: 0.7861 - val_loss: 0.5289 - val_acc: 0.7889
Epoch 1615/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5680 - acc: 0.7806 - val_loss: 0.5295 - val_acc: 0.7944
Epoch 1616/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5840 - acc: 0.7639 - val_loss: 0.5308 - val_acc: 0.7944
Epoch 1617/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5695 - acc: 0.7819 - val_loss: 0.5321 - val_acc: 0.7944
Epoch 1618/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5590 - acc: 0.7903 - val_loss: 0.5332 - val_acc: 0.7889
Epoch 1619/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5775 - acc: 0.7944 - val_loss: 0.5347 - val_acc: 0.7889
Epoch 1620/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5495 - acc: 0.7903 - val_loss: 0.5362 - val_acc: 0.7944
Epoch 1621/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5727 - acc: 0.7764 - val_loss: 0.5378 - val_acc: 0.7889
Epoch 1622/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5594 - acc: 0.7833 - val_loss: 0.5398 - val_acc: 0.7889
Epoch 1623/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5622 - acc: 0.7694 - val_loss: 0.5417 - val_acc: 0.7889
Epoch 1624/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5773 - acc: 0.7778 - val_loss: 0.5440 - val_acc: 0.7722
Epoch 1625/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5942 - acc: 0.7750 - val_loss: 0.5460 - val_acc: 0.7722
Epoch 1626/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5699 - acc: 0.7903 - val_loss: 0.5478 - val_acc: 0.7722
Epoch 1627/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5585 - acc: 0.7778 - val_loss: 0.5496 - val_acc: 0.7722
Epoch 1628/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5861 - acc: 0.7806 - val_loss: 0.5514 - val_acc: 0.7722
Epoch 1629/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5543 - acc: 0.7792 - val_loss: 0.5528 - val_acc: 0.7667
Epoch 1630/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5584 - acc: 0.7847 - val_loss: 0.5542 - val_acc: 0.7667
Epoch 1631/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5638 - acc: 0.7903 - val_loss: 0.5553 - val_acc: 0.7611
Epoch 1632/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5446 - acc: 0.7944 - val_loss: 0.5562 - val_acc: 0.7611
Epoch 1633/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5573 - acc: 0.7708 - val_loss: 0.5569 - val_acc: 0.7556
Epoch 1634/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5665 - acc: 0.7875 - val_loss: 0.5563 - val_acc: 0.7556
Epoch 1635/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5522 - acc: 0.7917 - val_loss: 0.5563 - val_acc: 0.7556
Epoch 1636/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5564 - acc: 0.7972 - val_loss: 0.5559 - val_acc: 0.7556
Epoch 1637/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5428 - acc: 0.7958 - val_loss: 0.5558 - val_acc: 0.7556
Epoch 1638/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5693 - acc: 0.8014 - val_loss: 0.5554 - val_acc: 0.7611
Epoch 1639/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5568 - acc: 0.7972 - val_loss: 0.5554 - val_acc: 0.7611
Epoch 1640/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5420 - acc: 0.7944 - val_loss: 0.5548 - val_acc: 0.7611
Epoch 1641/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5925 - acc: 0.7833 - val_loss: 0.5546 - val_acc: 0.7667
Epoch 1642/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5630 - acc: 0.7819 - val_loss: 0.5541 - val_acc: 0.7778
Epoch 1643/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5577 - acc: 0.7806 - val_loss: 0.5534 - val_acc: 0.7778
Epoch 1644/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5670 - acc: 0.7833 - val_loss: 0.5521 - val_acc: 0.7778
Epoch 1645/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5713 - acc: 0.7792 - val_loss: 0.5511 - val_acc: 0.7833
Epoch 1646/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5588 - acc: 0.7875 - val_loss: 0.5500 - val_acc: 0.7778
Epoch 1647/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5658 - acc: 0.7903 - val_loss: 0.5490 - val_acc: 0.7833
Epoch 1648/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5877 - acc: 0.7611 - val_loss: 0.5483 - val_acc: 0.7833
Epoch 1649/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5692 - acc: 0.7847 - val_loss: 0.5473 - val_acc: 0.7833
Epoch 1650/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5626 - acc: 0.7889 - val_loss: 0.5455 - val_acc: 0.7778
Epoch 1651/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5755 - acc: 0.7778 - val_loss: 0.5441 - val_acc: 0.7778
Epoch 1652/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5552 - acc: 0.7861 - val_loss: 0.5423 - val_acc: 0.7722
Epoch 1653/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5521 - acc: 0.7875 - val_loss: 0.5405 - val_acc: 0.7778
Epoch 1654/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5422 - acc: 0.7889 - val_loss: 0.5393 - val_acc: 0.7833
Epoch 1655/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5577 - acc: 0.7833 - val_loss: 0.5383 - val_acc: 0.7889
Epoch 1656/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5714 - acc: 0.7917 - val_loss: 0.5373 - val_acc: 0.7889
Epoch 1657/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5915 - acc: 0.7750 - val_loss: 0.5364 - val_acc: 0.7889
Epoch 1658/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5643 - acc: 0.7819 - val_loss: 0.5360 - val_acc: 0.7889
Epoch 1659/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5586 - acc: 0.7764 - val_loss: 0.5352 - val_acc: 0.7889
Epoch 1660/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5896 - acc: 0.7833 - val_loss: 0.5349 - val_acc: 0.7889
Epoch 1661/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5426 - acc: 0.7986 - val_loss: 0.5345 - val_acc: 0.7889
Epoch 1662/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5860 - acc: 0.7931 - val_loss: 0.5341 - val_acc: 0.7889
Epoch 1663/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5801 - acc: 0.7819 - val_loss: 0.5333 - val_acc: 0.8056
Epoch 1664/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5666 - acc: 0.7819 - val_loss: 0.5332 - val_acc: 0.8111
Epoch 1665/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5678 - acc: 0.7833 - val_loss: 0.5332 - val_acc: 0.8111
Epoch 1666/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5545 - acc: 0.8042 - val_loss: 0.5334 - val_acc: 0.8111
Epoch 1667/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5426 - acc: 0.8014 - val_loss: 0.5338 - val_acc: 0.8111
Epoch 1668/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5610 - acc: 0.8014 - val_loss: 0.5344 - val_acc: 0.8056
Epoch 1669/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5891 - acc: 0.7792 - val_loss: 0.5354 - val_acc: 0.8000
Epoch 1670/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5556 - acc: 0.7861 - val_loss: 0.5366 - val_acc: 0.7889
Epoch 1671/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5806 - acc: 0.7778 - val_loss: 0.5378 - val_acc: 0.7833
Epoch 1672/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5482 - acc: 0.7972 - val_loss: 0.5389 - val_acc: 0.7833
Epoch 1673/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5652 - acc: 0.7792 - val_loss: 0.5402 - val_acc: 0.7833
Epoch 1674/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5528 - acc: 0.7931 - val_loss: 0.5420 - val_acc: 0.7833
Epoch 1675/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5825 - acc: 0.7708 - val_loss: 0.5441 - val_acc: 0.7833
Epoch 1676/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5683 - acc: 0.7722 - val_loss: 0.5465 - val_acc: 0.7833
Epoch 1677/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5776 - acc: 0.7931 - val_loss: 0.5494 - val_acc: 0.7833
Epoch 1678/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5868 - acc: 0.7889 - val_loss: 0.5521 - val_acc: 0.7722
Epoch 1679/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5630 - acc: 0.7792 - val_loss: 0.5537 - val_acc: 0.7667
Epoch 1680/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5756 - acc: 0.7764 - val_loss: 0.5553 - val_acc: 0.7722
Epoch 1681/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5732 - acc: 0.7903 - val_loss: 0.5567 - val_acc: 0.7667
Epoch 1682/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5642 - acc: 0.8014 - val_loss: 0.5584 - val_acc: 0.7667
Epoch 1683/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5758 - acc: 0.7806 - val_loss: 0.5588 - val_acc: 0.7667
Epoch 1684/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5750 - acc: 0.7750 - val_loss: 0.5590 - val_acc: 0.7667
Epoch 1685/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5926 - acc: 0.7903 - val_loss: 0.5589 - val_acc: 0.7667
Epoch 1686/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5856 - acc: 0.7778 - val_loss: 0.5586 - val_acc: 0.7667
Epoch 1687/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5883 - acc: 0.7972 - val_loss: 0.5578 - val_acc: 0.7667
Epoch 1688/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5714 - acc: 0.7875 - val_loss: 0.5565 - val_acc: 0.7778
Epoch 1689/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5757 - acc: 0.7778 - val_loss: 0.5545 - val_acc: 0.7778
Epoch 1690/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5812 - acc: 0.7792 - val_loss: 0.5525 - val_acc: 0.7778
Epoch 1691/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5624 - acc: 0.7903 - val_loss: 0.5509 - val_acc: 0.7778
Epoch 1692/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5573 - acc: 0.7792 - val_loss: 0.5495 - val_acc: 0.7833
Epoch 1693/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5732 - acc: 0.7694 - val_loss: 0.5483 - val_acc: 0.7833
Epoch 1694/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5541 - acc: 0.8000 - val_loss: 0.5483 - val_acc: 0.7778
Epoch 1695/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5532 - acc: 0.7778 - val_loss: 0.5491 - val_acc: 0.7722
Epoch 1696/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5588 - acc: 0.7889 - val_loss: 0.5497 - val_acc: 0.7778
Epoch 1697/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5692 - acc: 0.7764 - val_loss: 0.5505 - val_acc: 0.7833
Epoch 1698/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5739 - acc: 0.7833 - val_loss: 0.5508 - val_acc: 0.7778
Epoch 1699/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5577 - acc: 0.7792 - val_loss: 0.5499 - val_acc: 0.7778
Epoch 1700/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5473 - acc: 0.7847 - val_loss: 0.5488 - val_acc: 0.7778
Epoch 1701/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5976 - acc: 0.7681 - val_loss: 0.5482 - val_acc: 0.7778
Epoch 1702/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5846 - acc: 0.7819 - val_loss: 0.5477 - val_acc: 0.7778
Epoch 1703/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5646 - acc: 0.7833 - val_loss: 0.5475 - val_acc: 0.7778
Epoch 1704/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5610 - acc: 0.7917 - val_loss: 0.5470 - val_acc: 0.7833
Epoch 1705/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5604 - acc: 0.7972 - val_loss: 0.5469 - val_acc: 0.7833
Epoch 1706/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5828 - acc: 0.7833 - val_loss: 0.5470 - val_acc: 0.7833
Epoch 1707/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5529 - acc: 0.7722 - val_loss: 0.5471 - val_acc: 0.7833
Epoch 1708/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5603 - acc: 0.7958 - val_loss: 0.5470 - val_acc: 0.7778
Epoch 1709/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5716 - acc: 0.7833 - val_loss: 0.5470 - val_acc: 0.7778
Epoch 1710/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5470 - acc: 0.7861 - val_loss: 0.5466 - val_acc: 0.7778
Epoch 1711/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5735 - acc: 0.7806 - val_loss: 0.5466 - val_acc: 0.7778
Epoch 1712/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5653 - acc: 0.7819 - val_loss: 0.5469 - val_acc: 0.7833
Epoch 1713/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5676 - acc: 0.7903 - val_loss: 0.5469 - val_acc: 0.7778
Epoch 1714/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5608 - acc: 0.7903 - val_loss: 0.5469 - val_acc: 0.7722
Epoch 1715/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5590 - acc: 0.7847 - val_loss: 0.5469 - val_acc: 0.7722
Epoch 1716/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5490 - acc: 0.7819 - val_loss: 0.5462 - val_acc: 0.7833
Epoch 1717/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5336 - acc: 0.7847 - val_loss: 0.5457 - val_acc: 0.7833
Epoch 1718/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5573 - acc: 0.7736 - val_loss: 0.5451 - val_acc: 0.7833
Epoch 1719/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5662 - acc: 0.7861 - val_loss: 0.5444 - val_acc: 0.7778
Epoch 1720/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5444 - acc: 0.8000 - val_loss: 0.5440 - val_acc: 0.7778
Epoch 1721/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5643 - acc: 0.7833 - val_loss: 0.5442 - val_acc: 0.7778
Epoch 1722/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5848 - acc: 0.7819 - val_loss: 0.5445 - val_acc: 0.7778
Epoch 1723/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5815 - acc: 0.7667 - val_loss: 0.5445 - val_acc: 0.7778
Epoch 1724/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5860 - acc: 0.7875 - val_loss: 0.5446 - val_acc: 0.7778
Epoch 1725/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5485 - acc: 0.7778 - val_loss: 0.5449 - val_acc: 0.7833
Epoch 1726/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5107 - acc: 0.8069 - val_loss: 0.5459 - val_acc: 0.7833
Epoch 1727/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5631 - acc: 0.7931 - val_loss: 0.5469 - val_acc: 0.7833
Epoch 1728/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5477 - acc: 0.7972 - val_loss: 0.5482 - val_acc: 0.7833
Epoch 1729/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5497 - acc: 0.7861 - val_loss: 0.5498 - val_acc: 0.7778
Epoch 1730/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5629 - acc: 0.7833 - val_loss: 0.5512 - val_acc: 0.7778
Epoch 1731/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5587 - acc: 0.7833 - val_loss: 0.5528 - val_acc: 0.7833
Epoch 1732/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5584 - acc: 0.7958 - val_loss: 0.5537 - val_acc: 0.7833
Epoch 1733/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5806 - acc: 0.7639 - val_loss: 0.5542 - val_acc: 0.7722
Epoch 1734/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5571 - acc: 0.7917 - val_loss: 0.5545 - val_acc: 0.7722
Epoch 1735/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5745 - acc: 0.7931 - val_loss: 0.5543 - val_acc: 0.7722
Epoch 1736/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5821 - acc: 0.7819 - val_loss: 0.5547 - val_acc: 0.7667
Epoch 1737/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5538 - acc: 0.7875 - val_loss: 0.5554 - val_acc: 0.7667
Epoch 1738/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5756 - acc: 0.7806 - val_loss: 0.5559 - val_acc: 0.7722
Epoch 1739/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5489 - acc: 0.7875 - val_loss: 0.5564 - val_acc: 0.7722
Epoch 1740/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5362 - acc: 0.7833 - val_loss: 0.5569 - val_acc: 0.7722
Epoch 1741/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5553 - acc: 0.7833 - val_loss: 0.5573 - val_acc: 0.7722
Epoch 1742/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5590 - acc: 0.7875 - val_loss: 0.5572 - val_acc: 0.7722
Epoch 1743/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5780 - acc: 0.7958 - val_loss: 0.5570 - val_acc: 0.7722
Epoch 1744/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5738 - acc: 0.7917 - val_loss: 0.5571 - val_acc: 0.7722
Epoch 1745/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5907 - acc: 0.7833 - val_loss: 0.5568 - val_acc: 0.7722
Epoch 1746/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5460 - acc: 0.7889 - val_loss: 0.5571 - val_acc: 0.7722
Epoch 1747/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5696 - acc: 0.7847 - val_loss: 0.5579 - val_acc: 0.7667
Epoch 1748/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5541 - acc: 0.7958 - val_loss: 0.5586 - val_acc: 0.7611
Epoch 1749/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5625 - acc: 0.7833 - val_loss: 0.5599 - val_acc: 0.7667
Epoch 1750/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5671 - acc: 0.7889 - val_loss: 0.5614 - val_acc: 0.7667
Epoch 1751/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5538 - acc: 0.8028 - val_loss: 0.5626 - val_acc: 0.7611
Epoch 1752/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5958 - acc: 0.7875 - val_loss: 0.5630 - val_acc: 0.7556
Epoch 1753/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5418 - acc: 0.7972 - val_loss: 0.5631 - val_acc: 0.7556
Epoch 1754/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5423 - acc: 0.7958 - val_loss: 0.5625 - val_acc: 0.7556
Epoch 1755/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5535 - acc: 0.8014 - val_loss: 0.5616 - val_acc: 0.7556
Epoch 1756/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5647 - acc: 0.7792 - val_loss: 0.5604 - val_acc: 0.7556
Epoch 1757/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5534 - acc: 0.7958 - val_loss: 0.5586 - val_acc: 0.7556
Epoch 1758/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5593 - acc: 0.7778 - val_loss: 0.5565 - val_acc: 0.7556
Epoch 1759/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5867 - acc: 0.7833 - val_loss: 0.5545 - val_acc: 0.7556
Epoch 1760/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5723 - acc: 0.7903 - val_loss: 0.5530 - val_acc: 0.7722
Epoch 1761/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5604 - acc: 0.7944 - val_loss: 0.5522 - val_acc: 0.7722
Epoch 1762/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5577 - acc: 0.7889 - val_loss: 0.5517 - val_acc: 0.7778
Epoch 1763/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5510 - acc: 0.7972 - val_loss: 0.5518 - val_acc: 0.7778
Epoch 1764/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5870 - acc: 0.7917 - val_loss: 0.5515 - val_acc: 0.7833
Epoch 1765/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5520 - acc: 0.7861 - val_loss: 0.5511 - val_acc: 0.7833
Epoch 1766/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5390 - acc: 0.7903 - val_loss: 0.5504 - val_acc: 0.7778
Epoch 1767/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5689 - acc: 0.7847 - val_loss: 0.5494 - val_acc: 0.7778
Epoch 1768/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5974 - acc: 0.7764 - val_loss: 0.5491 - val_acc: 0.7778
Epoch 1769/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5633 - acc: 0.7722 - val_loss: 0.5490 - val_acc: 0.7778
Epoch 1770/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5644 - acc: 0.7903 - val_loss: 0.5489 - val_acc: 0.7722
Epoch 1771/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5588 - acc: 0.7861 - val_loss: 0.5494 - val_acc: 0.7722
Epoch 1772/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5746 - acc: 0.7722 - val_loss: 0.5502 - val_acc: 0.7722
Epoch 1773/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5689 - acc: 0.7806 - val_loss: 0.5506 - val_acc: 0.7722
Epoch 1774/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5767 - acc: 0.7931 - val_loss: 0.5509 - val_acc: 0.7722
Epoch 1775/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5577 - acc: 0.7917 - val_loss: 0.5507 - val_acc: 0.7833
Epoch 1776/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5764 - acc: 0.7750 - val_loss: 0.5517 - val_acc: 0.7833
Epoch 1777/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5781 - acc: 0.7875 - val_loss: 0.5525 - val_acc: 0.7833
Epoch 1778/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5727 - acc: 0.7875 - val_loss: 0.5528 - val_acc: 0.7833
Epoch 1779/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5861 - acc: 0.7736 - val_loss: 0.5535 - val_acc: 0.7833
Epoch 1780/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5447 - acc: 0.7833 - val_loss: 0.5539 - val_acc: 0.7833
Epoch 1781/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5686 - acc: 0.7917 - val_loss: 0.5540 - val_acc: 0.7833
Epoch 1782/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5658 - acc: 0.7764 - val_loss: 0.5538 - val_acc: 0.7833
Epoch 1783/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5702 - acc: 0.7986 - val_loss: 0.5534 - val_acc: 0.7778
Epoch 1784/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5848 - acc: 0.7750 - val_loss: 0.5532 - val_acc: 0.7722
Epoch 1785/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5837 - acc: 0.7903 - val_loss: 0.5530 - val_acc: 0.7722
Epoch 1786/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5432 - acc: 0.7889 - val_loss: 0.5527 - val_acc: 0.7722
Epoch 1787/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5466 - acc: 0.7903 - val_loss: 0.5526 - val_acc: 0.7667
Epoch 1788/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5750 - acc: 0.7708 - val_loss: 0.5521 - val_acc: 0.7722
Epoch 1789/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5756 - acc: 0.7806 - val_loss: 0.5514 - val_acc: 0.7722
Epoch 1790/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5535 - acc: 0.7903 - val_loss: 0.5504 - val_acc: 0.7667
Epoch 1791/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5488 - acc: 0.7889 - val_loss: 0.5492 - val_acc: 0.7722
Epoch 1792/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5465 - acc: 0.7931 - val_loss: 0.5474 - val_acc: 0.7778
Epoch 1793/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5708 - acc: 0.7792 - val_loss: 0.5462 - val_acc: 0.7778
Epoch 1794/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5946 - acc: 0.7667 - val_loss: 0.5450 - val_acc: 0.7833
Epoch 1795/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5567 - acc: 0.7847 - val_loss: 0.5431 - val_acc: 0.7833
Epoch 1796/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5348 - acc: 0.8125 - val_loss: 0.5413 - val_acc: 0.7833
Epoch 1797/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5478 - acc: 0.7833 - val_loss: 0.5396 - val_acc: 0.7889
Epoch 1798/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5557 - acc: 0.7847 - val_loss: 0.5384 - val_acc: 0.7889
Epoch 1799/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5671 - acc: 0.7972 - val_loss: 0.5377 - val_acc: 0.7889
Epoch 1800/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5808 - acc: 0.7903 - val_loss: 0.5367 - val_acc: 0.7889
Epoch 1801/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5752 - acc: 0.7778 - val_loss: 0.5361 - val_acc: 0.7889
Epoch 1802/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5493 - acc: 0.7847 - val_loss: 0.5349 - val_acc: 0.7833
Epoch 1803/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5689 - acc: 0.7944 - val_loss: 0.5342 - val_acc: 0.7833
Epoch 1804/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5574 - acc: 0.7958 - val_loss: 0.5336 - val_acc: 0.7833
Epoch 1805/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5629 - acc: 0.7917 - val_loss: 0.5331 - val_acc: 0.7833
Epoch 1806/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5777 - acc: 0.7875 - val_loss: 0.5326 - val_acc: 0.7833
Epoch 1807/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5712 - acc: 0.7819 - val_loss: 0.5324 - val_acc: 0.7889
Epoch 1808/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5953 - acc: 0.7750 - val_loss: 0.5329 - val_acc: 0.7889
Epoch 1809/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5488 - acc: 0.8028 - val_loss: 0.5332 - val_acc: 0.7889
Epoch 1810/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5666 - acc: 0.7944 - val_loss: 0.5333 - val_acc: 0.7889
Epoch 1811/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5450 - acc: 0.7944 - val_loss: 0.5332 - val_acc: 0.7889
Epoch 1812/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5540 - acc: 0.7917 - val_loss: 0.5335 - val_acc: 0.7889
Epoch 1813/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5541 - acc: 0.7944 - val_loss: 0.5337 - val_acc: 0.7889
Epoch 1814/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5787 - acc: 0.7972 - val_loss: 0.5336 - val_acc: 0.7889
Epoch 1815/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5628 - acc: 0.7847 - val_loss: 0.5336 - val_acc: 0.7944
Epoch 1816/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5660 - acc: 0.7819 - val_loss: 0.5335 - val_acc: 0.7944
Epoch 1817/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5645 - acc: 0.7875 - val_loss: 0.5336 - val_acc: 0.7944
Epoch 1818/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5526 - acc: 0.7819 - val_loss: 0.5340 - val_acc: 0.7944
Epoch 1819/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5481 - acc: 0.7778 - val_loss: 0.5333 - val_acc: 0.7944
Epoch 1820/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5504 - acc: 0.7931 - val_loss: 0.5327 - val_acc: 0.7889
Epoch 1821/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5461 - acc: 0.7903 - val_loss: 0.5321 - val_acc: 0.7889
Epoch 1822/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5718 - acc: 0.7889 - val_loss: 0.5318 - val_acc: 0.7889
Epoch 1823/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5623 - acc: 0.7875 - val_loss: 0.5311 - val_acc: 0.7889
Epoch 1824/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5375 - acc: 0.7847 - val_loss: 0.5306 - val_acc: 0.7889
Epoch 1825/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5599 - acc: 0.7986 - val_loss: 0.5304 - val_acc: 0.7889
Epoch 1826/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5656 - acc: 0.7833 - val_loss: 0.5307 - val_acc: 0.7889
Epoch 1827/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5553 - acc: 0.7944 - val_loss: 0.5313 - val_acc: 0.7889
Epoch 1828/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5533 - acc: 0.7861 - val_loss: 0.5321 - val_acc: 0.7889
Epoch 1829/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5676 - acc: 0.7792 - val_loss: 0.5333 - val_acc: 0.7889
Epoch 1830/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5539 - acc: 0.7875 - val_loss: 0.5341 - val_acc: 0.7833
Epoch 1831/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5520 - acc: 0.7875 - val_loss: 0.5350 - val_acc: 0.7833
Epoch 1832/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5657 - acc: 0.7722 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 1833/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5609 - acc: 0.7875 - val_loss: 0.5371 - val_acc: 0.7833
Epoch 1834/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5492 - acc: 0.8083 - val_loss: 0.5387 - val_acc: 0.7833
Epoch 1835/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5534 - acc: 0.7931 - val_loss: 0.5400 - val_acc: 0.7833
Epoch 1836/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5651 - acc: 0.7903 - val_loss: 0.5410 - val_acc: 0.7889
Epoch 1837/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5653 - acc: 0.7750 - val_loss: 0.5418 - val_acc: 0.7889
Epoch 1838/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5816 - acc: 0.7833 - val_loss: 0.5427 - val_acc: 0.7833
Epoch 1839/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5311 - acc: 0.7833 - val_loss: 0.5428 - val_acc: 0.7833
Epoch 1840/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5685 - acc: 0.7792 - val_loss: 0.5426 - val_acc: 0.7833
Epoch 1841/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5502 - acc: 0.7875 - val_loss: 0.5425 - val_acc: 0.7833
Epoch 1842/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5808 - acc: 0.7792 - val_loss: 0.5429 - val_acc: 0.7833
Epoch 1843/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5581 - acc: 0.8000 - val_loss: 0.5425 - val_acc: 0.7778
Epoch 1844/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5619 - acc: 0.7875 - val_loss: 0.5424 - val_acc: 0.7833
Epoch 1845/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5795 - acc: 0.7944 - val_loss: 0.5427 - val_acc: 0.7833
Epoch 1846/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5464 - acc: 0.7792 - val_loss: 0.5425 - val_acc: 0.7833
Epoch 1847/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5527 - acc: 0.7819 - val_loss: 0.5426 - val_acc: 0.7833
Epoch 1848/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5658 - acc: 0.7819 - val_loss: 0.5427 - val_acc: 0.7833
Epoch 1849/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5765 - acc: 0.7792 - val_loss: 0.5424 - val_acc: 0.7833
Epoch 1850/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5630 - acc: 0.7833 - val_loss: 0.5414 - val_acc: 0.7833
Epoch 1851/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5712 - acc: 0.7889 - val_loss: 0.5402 - val_acc: 0.7833
Epoch 1852/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5697 - acc: 0.7931 - val_loss: 0.5389 - val_acc: 0.7833
Epoch 1853/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5397 - acc: 0.8014 - val_loss: 0.5376 - val_acc: 0.7833
Epoch 1854/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5730 - acc: 0.7764 - val_loss: 0.5365 - val_acc: 0.7833
Epoch 1855/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5568 - acc: 0.7847 - val_loss: 0.5358 - val_acc: 0.7833
Epoch 1856/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5666 - acc: 0.7792 - val_loss: 0.5351 - val_acc: 0.7833
Epoch 1857/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5367 - acc: 0.7944 - val_loss: 0.5346 - val_acc: 0.7833
Epoch 1858/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5749 - acc: 0.7861 - val_loss: 0.5341 - val_acc: 0.7833
Epoch 1859/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5446 - acc: 0.7847 - val_loss: 0.5328 - val_acc: 0.7833
Epoch 1860/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5708 - acc: 0.7750 - val_loss: 0.5322 - val_acc: 0.7833
Epoch 1861/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5721 - acc: 0.7847 - val_loss: 0.5316 - val_acc: 0.7833
Epoch 1862/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5875 - acc: 0.7833 - val_loss: 0.5318 - val_acc: 0.7833
Epoch 1863/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5521 - acc: 0.7903 - val_loss: 0.5323 - val_acc: 0.7833
Epoch 1864/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5402 - acc: 0.7917 - val_loss: 0.5326 - val_acc: 0.7778
Epoch 1865/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5315 - acc: 0.8042 - val_loss: 0.5325 - val_acc: 0.7778
Epoch 1866/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5621 - acc: 0.7875 - val_loss: 0.5320 - val_acc: 0.7778
Epoch 1867/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5531 - acc: 0.8042 - val_loss: 0.5313 - val_acc: 0.7833
Epoch 1868/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5524 - acc: 0.7819 - val_loss: 0.5306 - val_acc: 0.7833
Epoch 1869/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5556 - acc: 0.7764 - val_loss: 0.5297 - val_acc: 0.7833
Epoch 1870/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5584 - acc: 0.7903 - val_loss: 0.5287 - val_acc: 0.7833
Epoch 1871/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5528 - acc: 0.7944 - val_loss: 0.5275 - val_acc: 0.7833
Epoch 1872/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5502 - acc: 0.7861 - val_loss: 0.5264 - val_acc: 0.7778
Epoch 1873/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5502 - acc: 0.7889 - val_loss: 0.5258 - val_acc: 0.7778
Epoch 1874/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5616 - acc: 0.7847 - val_loss: 0.5254 - val_acc: 0.7778
Epoch 1875/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5465 - acc: 0.8014 - val_loss: 0.5248 - val_acc: 0.7778
Epoch 1876/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5579 - acc: 0.7819 - val_loss: 0.5240 - val_acc: 0.7889
Epoch 1877/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5933 - acc: 0.7722 - val_loss: 0.5239 - val_acc: 0.7889
Epoch 1878/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5681 - acc: 0.7875 - val_loss: 0.5244 - val_acc: 0.7889
Epoch 1879/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5497 - acc: 0.7861 - val_loss: 0.5253 - val_acc: 0.7889
Epoch 1880/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5748 - acc: 0.7819 - val_loss: 0.5265 - val_acc: 0.7833
Epoch 1881/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5579 - acc: 0.8000 - val_loss: 0.5279 - val_acc: 0.7833
Epoch 1882/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5568 - acc: 0.7861 - val_loss: 0.5293 - val_acc: 0.7833
Epoch 1883/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5591 - acc: 0.7833 - val_loss: 0.5308 - val_acc: 0.7778
Epoch 1884/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5514 - acc: 0.7861 - val_loss: 0.5323 - val_acc: 0.7722
Epoch 1885/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5691 - acc: 0.7931 - val_loss: 0.5338 - val_acc: 0.7778
Epoch 1886/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5525 - acc: 0.7861 - val_loss: 0.5355 - val_acc: 0.7778
Epoch 1887/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5520 - acc: 0.7972 - val_loss: 0.5377 - val_acc: 0.7778
Epoch 1888/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5444 - acc: 0.7931 - val_loss: 0.5404 - val_acc: 0.7778
Epoch 1889/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5760 - acc: 0.7986 - val_loss: 0.5424 - val_acc: 0.7778
Epoch 1890/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5412 - acc: 0.7847 - val_loss: 0.5449 - val_acc: 0.7778
Epoch 1891/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5750 - acc: 0.7833 - val_loss: 0.5477 - val_acc: 0.7778
Epoch 1892/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5901 - acc: 0.7736 - val_loss: 0.5496 - val_acc: 0.7722
Epoch 1893/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5674 - acc: 0.7764 - val_loss: 0.5519 - val_acc: 0.7722
Epoch 1894/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5709 - acc: 0.7875 - val_loss: 0.5541 - val_acc: 0.7667
Epoch 1895/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5598 - acc: 0.8014 - val_loss: 0.5553 - val_acc: 0.7667
Epoch 1896/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5511 - acc: 0.7986 - val_loss: 0.5565 - val_acc: 0.7667
Epoch 1897/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5778 - acc: 0.7819 - val_loss: 0.5568 - val_acc: 0.7667
Epoch 1898/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5357 - acc: 0.7972 - val_loss: 0.5564 - val_acc: 0.7667
Epoch 1899/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5735 - acc: 0.7903 - val_loss: 0.5556 - val_acc: 0.7667
Epoch 1900/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5524 - acc: 0.7861 - val_loss: 0.5553 - val_acc: 0.7667
Epoch 1901/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5701 - acc: 0.7972 - val_loss: 0.5546 - val_acc: 0.7667
Epoch 1902/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5618 - acc: 0.7931 - val_loss: 0.5537 - val_acc: 0.7722
Epoch 1903/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5466 - acc: 0.7944 - val_loss: 0.5532 - val_acc: 0.7778
Epoch 1904/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5520 - acc: 0.8028 - val_loss: 0.5520 - val_acc: 0.7778
Epoch 1905/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5405 - acc: 0.7819 - val_loss: 0.5509 - val_acc: 0.7833
Epoch 1906/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5843 - acc: 0.7875 - val_loss: 0.5498 - val_acc: 0.7833
Epoch 1907/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5555 - acc: 0.8028 - val_loss: 0.5484 - val_acc: 0.7833
Epoch 1908/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5622 - acc: 0.7917 - val_loss: 0.5471 - val_acc: 0.7833
Epoch 1909/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5466 - acc: 0.7972 - val_loss: 0.5457 - val_acc: 0.7833
Epoch 1910/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5661 - acc: 0.7833 - val_loss: 0.5440 - val_acc: 0.7833
Epoch 1911/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5445 - acc: 0.7792 - val_loss: 0.5428 - val_acc: 0.7833
Epoch 1912/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5506 - acc: 0.7944 - val_loss: 0.5417 - val_acc: 0.7833
Epoch 1913/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5710 - acc: 0.7875 - val_loss: 0.5413 - val_acc: 0.7833
Epoch 1914/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5439 - acc: 0.7806 - val_loss: 0.5407 - val_acc: 0.7778
Epoch 1915/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5778 - acc: 0.7833 - val_loss: 0.5399 - val_acc: 0.7778
Epoch 1916/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5487 - acc: 0.7903 - val_loss: 0.5393 - val_acc: 0.7778
Epoch 1917/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5573 - acc: 0.7833 - val_loss: 0.5390 - val_acc: 0.7778
Epoch 1918/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5926 - acc: 0.7847 - val_loss: 0.5389 - val_acc: 0.7778
Epoch 1919/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5716 - acc: 0.7819 - val_loss: 0.5390 - val_acc: 0.7778
Epoch 1920/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5796 - acc: 0.7931 - val_loss: 0.5386 - val_acc: 0.7778
Epoch 1921/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5310 - acc: 0.7875 - val_loss: 0.5383 - val_acc: 0.7833
Epoch 1922/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5579 - acc: 0.7847 - val_loss: 0.5380 - val_acc: 0.7944
Epoch 1923/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5649 - acc: 0.7806 - val_loss: 0.5378 - val_acc: 0.7944
Epoch 1924/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5436 - acc: 0.8000 - val_loss: 0.5377 - val_acc: 0.7944
Epoch 1925/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5677 - acc: 0.7708 - val_loss: 0.5378 - val_acc: 0.7944
Epoch 1926/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5610 - acc: 0.7736 - val_loss: 0.5381 - val_acc: 0.7944
Epoch 1927/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5543 - acc: 0.7833 - val_loss: 0.5382 - val_acc: 0.7944
Epoch 1928/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5505 - acc: 0.7819 - val_loss: 0.5380 - val_acc: 0.7889
Epoch 1929/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5564 - acc: 0.8069 - val_loss: 0.5380 - val_acc: 0.7889
Epoch 1930/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5462 - acc: 0.7986 - val_loss: 0.5380 - val_acc: 0.7889
Epoch 1931/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5527 - acc: 0.7944 - val_loss: 0.5379 - val_acc: 0.7889
Epoch 1932/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5599 - acc: 0.7861 - val_loss: 0.5377 - val_acc: 0.7889
Epoch 1933/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5389 - acc: 0.7889 - val_loss: 0.5374 - val_acc: 0.7889
Epoch 1934/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5640 - acc: 0.7875 - val_loss: 0.5371 - val_acc: 0.7889
Epoch 1935/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5361 - acc: 0.8042 - val_loss: 0.5364 - val_acc: 0.7889
Epoch 1936/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5616 - acc: 0.7931 - val_loss: 0.5356 - val_acc: 0.7889
Epoch 1937/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5737 - acc: 0.7833 - val_loss: 0.5351 - val_acc: 0.7889
Epoch 1938/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5778 - acc: 0.7958 - val_loss: 0.5352 - val_acc: 0.7889
Epoch 1939/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5431 - acc: 0.8069 - val_loss: 0.5354 - val_acc: 0.7889
Epoch 1940/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5616 - acc: 0.7847 - val_loss: 0.5353 - val_acc: 0.7889
Epoch 1941/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5343 - acc: 0.7917 - val_loss: 0.5358 - val_acc: 0.7889
Epoch 1942/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5721 - acc: 0.7778 - val_loss: 0.5360 - val_acc: 0.7889
Epoch 1943/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5774 - acc: 0.7764 - val_loss: 0.5363 - val_acc: 0.7833
Epoch 1944/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5492 - acc: 0.7847 - val_loss: 0.5363 - val_acc: 0.7833
Epoch 1945/2000
720/720 [==============================] - 0s 18us/step - loss: 0.5540 - acc: 0.7875 - val_loss: 0.5366 - val_acc: 0.7833
Epoch 1946/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5406 - acc: 0.7944 - val_loss: 0.5370 - val_acc: 0.7889
Epoch 1947/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5286 - acc: 0.7931 - val_loss: 0.5372 - val_acc: 0.7889
Epoch 1948/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5490 - acc: 0.7889 - val_loss: 0.5370 - val_acc: 0.7889
Epoch 1949/2000
720/720 [==============================] - 0s 28us/step - loss: 0.5588 - acc: 0.7819 - val_loss: 0.5371 - val_acc: 0.7889
Epoch 1950/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5461 - acc: 0.7917 - val_loss: 0.5373 - val_acc: 0.7889
Epoch 1951/2000
720/720 [==============================] - 0s 22us/step - loss: 0.5530 - acc: 0.7750 - val_loss: 0.5374 - val_acc: 0.7889
Epoch 1952/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5561 - acc: 0.7889 - val_loss: 0.5374 - val_acc: 0.7889
Epoch 1953/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5630 - acc: 0.7778 - val_loss: 0.5372 - val_acc: 0.7833
Epoch 1954/2000
720/720 [==============================] - 0s 19us/step - loss: 0.5368 - acc: 0.8014 - val_loss: 0.5369 - val_acc: 0.7833
Epoch 1955/2000
720/720 [==============================] - 0s 17us/step - loss: 0.5524 - acc: 0.7764 - val_loss: 0.5367 - val_acc: 0.7833
Epoch 1956/2000
720/720 [==============================] - 0s 15us/step - loss: 0.5311 - acc: 0.8028 - val_loss: 0.5368 - val_acc: 0.7889
Epoch 1957/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5609 - acc: 0.7903 - val_loss: 0.5372 - val_acc: 0.7889
Epoch 1958/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5421 - acc: 0.7958 - val_loss: 0.5376 - val_acc: 0.7778
Epoch 1959/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5520 - acc: 0.7861 - val_loss: 0.5377 - val_acc: 0.7778
Epoch 1960/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5346 - acc: 0.7986 - val_loss: 0.5373 - val_acc: 0.7778
Epoch 1961/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5529 - acc: 0.7847 - val_loss: 0.5369 - val_acc: 0.7778
Epoch 1962/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5571 - acc: 0.7917 - val_loss: 0.5361 - val_acc: 0.7722
Epoch 1963/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5969 - acc: 0.7792 - val_loss: 0.5355 - val_acc: 0.7722
Epoch 1964/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5518 - acc: 0.8125 - val_loss: 0.5355 - val_acc: 0.7722
Epoch 1965/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5352 - acc: 0.8000 - val_loss: 0.5355 - val_acc: 0.7722
Epoch 1966/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5366 - acc: 0.7958 - val_loss: 0.5359 - val_acc: 0.7722
Epoch 1967/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5639 - acc: 0.7875 - val_loss: 0.5362 - val_acc: 0.7778
Epoch 1968/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5300 - acc: 0.7986 - val_loss: 0.5363 - val_acc: 0.7778
Epoch 1969/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5370 - acc: 0.7889 - val_loss: 0.5365 - val_acc: 0.7778
Epoch 1970/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5566 - acc: 0.7778 - val_loss: 0.5361 - val_acc: 0.7833
Epoch 1971/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5657 - acc: 0.7903 - val_loss: 0.5367 - val_acc: 0.7833
Epoch 1972/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5435 - acc: 0.7931 - val_loss: 0.5374 - val_acc: 0.7833
Epoch 1973/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5326 - acc: 0.8056 - val_loss: 0.5380 - val_acc: 0.7833
Epoch 1974/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5449 - acc: 0.7861 - val_loss: 0.5388 - val_acc: 0.7889
Epoch 1975/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5533 - acc: 0.7819 - val_loss: 0.5395 - val_acc: 0.7833
Epoch 1976/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5507 - acc: 0.7903 - val_loss: 0.5407 - val_acc: 0.7833
Epoch 1977/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5403 - acc: 0.7972 - val_loss: 0.5413 - val_acc: 0.7889
Epoch 1978/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5341 - acc: 0.7944 - val_loss: 0.5414 - val_acc: 0.7889
Epoch 1979/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5377 - acc: 0.7861 - val_loss: 0.5412 - val_acc: 0.7889
Epoch 1980/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5489 - acc: 0.7889 - val_loss: 0.5408 - val_acc: 0.7889
Epoch 1981/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5809 - acc: 0.7792 - val_loss: 0.5398 - val_acc: 0.7889
Epoch 1982/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5636 - acc: 0.7875 - val_loss: 0.5391 - val_acc: 0.7889
Epoch 1983/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5622 - acc: 0.7903 - val_loss: 0.5386 - val_acc: 0.7889
Epoch 1984/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5470 - acc: 0.7972 - val_loss: 0.5384 - val_acc: 0.7889
Epoch 1985/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5497 - acc: 0.7889 - val_loss: 0.5383 - val_acc: 0.7944
Epoch 1986/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5433 - acc: 0.7806 - val_loss: 0.5376 - val_acc: 0.7889
Epoch 1987/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5646 - acc: 0.7972 - val_loss: 0.5371 - val_acc: 0.7944
Epoch 1988/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5668 - acc: 0.7667 - val_loss: 0.5369 - val_acc: 0.7944
Epoch 1989/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5872 - acc: 0.7792 - val_loss: 0.5370 - val_acc: 0.7944
Epoch 1990/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5990 - acc: 0.7750 - val_loss: 0.5373 - val_acc: 0.8000
Epoch 1991/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5575 - acc: 0.7931 - val_loss: 0.5371 - val_acc: 0.8000
Epoch 1992/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5654 - acc: 0.7806 - val_loss: 0.5370 - val_acc: 0.8000
Epoch 1993/2000
720/720 [==============================] - 0s 14us/step - loss: 0.5775 - acc: 0.7944 - val_loss: 0.5374 - val_acc: 0.8000
Epoch 1994/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5517 - acc: 0.7875 - val_loss: 0.5379 - val_acc: 0.7944
Epoch 1995/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5362 - acc: 0.8069 - val_loss: 0.5380 - val_acc: 0.7944
Epoch 1996/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5470 - acc: 0.7986 - val_loss: 0.5383 - val_acc: 0.7944
Epoch 1997/2000
720/720 [==============================] - 0s 11us/step - loss: 0.5319 - acc: 0.8014 - val_loss: 0.5389 - val_acc: 0.7944
Epoch 1998/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5485 - acc: 0.7861 - val_loss: 0.5394 - val_acc: 0.7944
Epoch 1999/2000
720/720 [==============================] - 0s 12us/step - loss: 0.5751 - acc: 0.7736 - val_loss: 0.5401 - val_acc: 0.7833
Epoch 2000/2000
720/720 [==============================] - 0s 13us/step - loss: 0.5394 - acc: 0.7944 - val_loss: 0.5403 - val_acc: 0.7833
Wall time: 24.6 s
In [16]:
train_loss, train_accuracy = model.evaluate(X_train, y_train, batch_size=BATCH_SIZE)
train_loss, train_accuracy
900/900 [==============================] - 0s 3us/step
Out[16]:
(0.48099657893180847, 0.8155555725097656)
In [17]:
test_loss, test_accuracy = model.evaluate(X_test, y_test, batch_size=BATCH_SIZE)
test_loss, test_accuracy
600/600 [==============================] - 0s 3us/step
Out[17]:
(0.5218718647956848, 0.800000011920929)
In [18]:
model.save('insurance.hdf5')
In [19]:
!ls -l
total 6917
-rw-r--r-- 1 olive 197609 9293 Aug 8 10:59 0-generate.ipynb
drwxr-xr-x 1 olive 197609 0 Aug 8 10:58 data
drwxr-xr-x 1 olive 197609 0 Aug 8 12:01 figures
-rw-r--r-- 1 olive 197609 179704 Aug 14 09:34 insurance.hdf5
-rw-r--r-- 1 olive 197609 26822 Aug 14 09:34 insurance-customers-1500.csv
-rw-r--r-- 1 olive 197609 179704 Aug 13 19:06 insurance-simple.hdf5
drwxr-xr-x 1 olive 197609 0 Aug 13 18:59 model
-rw-r--r-- 1 olive 197609 88 Aug 9 17:14 sample_insurance.json
drwxr-xr-x 1 olive 197609 0 Aug 9 16:15 tf
drwxr-xr-x 1 olive 197609 0 Aug 14 09:30 tfjs
-rw-r--r-- 1 olive 197609 634707 Aug 9 13:01 U3-M1-example.ipynb
-rw-r--r-- 1 olive 197609 3620457 Aug 9 10:31 U3-M2-nn-intro.ipynb
-rw-r--r-- 1 olive 197609 2002487 Aug 9 12:14 U3-M3-nn-no-bullshit.ipynb
-rw-r--r-- 1 olive 197609 338168 Aug 13 19:08 U3-M3-nn-simplified.ipynb
-rw-r--r-- 1 olive 197609 8055 Aug 9 17:30 U4-M1-Preparing TensorFlow models.ipynb
-rw-r--r-- 1 olive 197609 20001 Aug 13 19:12 U4-M2-Serving TensorFlow models.ipynb
-rw-r--r-- 1 olive 197609 41713 Aug 14 09:33 U4-M3-Deploying to the Browser using TensorFlow.js.ipynb
Content source: DJCordhose/ai
Similar notebooks: