我們使用最基礎的 Gradient Descent 方法來找到y=f(x)=Wx+b 當中的 W 和 b , 用來預測 PokenMon 升級後的 CP 值

主要的學習教材為台大電機系李弘毅教授的教材 : http://speech.ee.ntu.edu.tw/~tlkagk/courses/ML_2017/Lecture/Linear%20Regression.mp4
這問題可以視為 Regression 問題
Gradient Descent 的推導會使用到基礎的微分觀念，不了解的話可以參考 : http://www.amath.nchu.edu.tw/~tdoc/4_2.htm
實驗資料可以從這裡下載 : https://www.openintro.org/stat/data/?data=pokemon

我們先取前 50 筆資料，作為實驗素材



In [1]:

    
import numpy as np
import pandas as pd
pd = pd.read_csv("./pokemon.csv")
newcp = np.array(pd['cp_new'])
cp = np.array(pd['cp'])
cp = cp[:50]
newcp = newcp[:50]

import matplotlib.pyplot as plt
# plt.plot(newcp,cp)
plt.scatter(cp, newcp)
# plt.ylabel('some numbers')
plt.show()



In [2]:

    
import keras









    



Using TensorFlow backend.
/usr/local/Cellar/python3/3.6.3/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6
  return f(*args, **kwds)



In [3]:

    
from keras.layers import Dense



In [32]:

    
from keras.layers import Input, Dense
from keras.models import Model
from keras import regularizers
from keras import initializers
from keras import optimizers


# This returns a tensor
x = Input(shape=(1,))
y = Dense(1, 
          kernel_initializer=keras.initializers.Ones(), 
          activation='linear',
          kernel_regularizer=regularizers.l1(2),)(x)



In [33]:

    
model = Model(inputs=x, outputs=y)
model.compile(optimizer=optimizers.SGD(lr=0.000001),
              loss='mean_squared_error',)



In [34]:

    
model.summary()









    



_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
input_5 (InputLayer)         (None, 1)                 0         
_________________________________________________________________
dense_8 (Dense)              (None, 1)                 2         
=================================================================
Total params: 2
Trainable params: 2
Non-trainable params: 0
_________________________________________________________________



In [37]:

    
for _ in range(1000):
#     for now_cp,now_newcp in zip(cp,newcp):
        
#         now_cp = np.array([now_cp]).reshape([1,])
#         now_newcp = np.array([now_newcp])
#         model.train_on_batch(now_cp,now_newcp)
    model.fit(cp,newcp)
#     print(model.evaluate(cp,newcp))









    



Epoch 1/1
50/50 [==============================] - 0s 180us/step - loss: 2942.1122
Epoch 1/1
50/50 [==============================] - 0s 362us/step - loss: 2925.8567
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2923.1958
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2926.0742
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2922.9781
Epoch 1/1
50/50 [==============================] - 0s 124us/step - loss: 2924.4205
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2945.5758
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2923.6753
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.8667
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2946.7626
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2928.0993
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2931.3109
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2925.5550
Epoch 1/1
50/50 [==============================] - 0s 132us/step - loss: 2925.2208
Epoch 1/1
50/50 [==============================] - 0s 125us/step - loss: 2943.4520
Epoch 1/1
50/50 [==============================] - 0s 177us/step - loss: 2922.3620
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2924.3583
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2926.6069
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2923.8905
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.9652
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2923.7384
Epoch 1/1
50/50 [==============================] - 0s 213us/step - loss: 2930.2456
Epoch 1/1
50/50 [==============================] - 0s 105us/step - loss: 2955.4686
Epoch 1/1
50/50 [==============================] - 0s 58us/step - loss: 2928.6738
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2923.2057
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2922.8165
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2923.3197
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2938.1766
Epoch 1/1
50/50 [==============================] - 0s 155us/step - loss: 2928.0476
Epoch 1/1
50/50 [==============================] - 0s 174us/step - loss: 2927.8762
Epoch 1/1
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Epoch 1/1
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Epoch 1/1
50/50 [==============================] - 0s 117us/step - loss: 2929.6267
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2925.0501
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.8747
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2930.1091
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2927.2968
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2924.0548
Epoch 1/1
50/50 [==============================] - 0s 252us/step - loss: 2923.4595
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2939.0344
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2924.0607
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2924.2107
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2925.2740
Epoch 1/1
50/50 [==============================] - 0s 175us/step - loss: 2925.9074
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2926.7045
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2991.29 - 0s 63us/step - loss: 2923.8794
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2930.1337
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2930.8078
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2929.1514
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2930.8209
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2922.3494
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2922.8137
Epoch 1/1
50/50 [==============================] - 0s 144us/step - loss: 2922.8714
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2929.0742
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2937.5063
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2937.0417
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2941.2130
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2934.5512
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2937.3818
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.8335
Epoch 1/1
50/50 [==============================] - 0s 136us/step - loss: 2922.9863
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.3671
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2926.7517
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2924.5760
Epoch 1/1
50/50 [==============================] - 0s 107us/step - loss: 2922.9635
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.5598
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.2981
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2926.6596
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2928.0587
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2923.0730
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.1702
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2927.0557
Epoch 1/1
50/50 [==============================] - 0s 116us/step - loss: 2927.1517
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2925.2747
Epoch 1/1
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Epoch 1/1
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Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.2511
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2923.2285
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2927.4429
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.8101
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2957.4438
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2929.5332
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2925.3564
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2924.2011
Epoch 1/1
50/50 [==============================] - 0s 58us/step - loss: 2923.5726
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2923.5570
Epoch 1/1
50/50 [==============================] - 0s 115us/step - loss: 2922.6082
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2936.0570
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2923.8269
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2922.2790
Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2930.9059
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2930.7032
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.9499
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2923.1839
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2923.9556
Epoch 1/1
50/50 [==============================] - 0s 117us/step - loss: 2922.4612
Epoch 1/1
50/50 [==============================] - 0s 116us/step - loss: 2934.0954
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3767.16 - 0s 95us/step - loss: 2932.0165
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.6791
Epoch 1/1
50/50 [==============================] - 0s 58us/step - loss: 2932.2054
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2929.1625
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2926.4178
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2926.4217
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2936.0732
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3549.20 - 0s 58us/step - loss: 2926.4141
Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2922.8214
Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
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Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2924.1796
Epoch 1/1
50/50 [==============================] - 0s 161us/step - loss: 2923.5514
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.9983
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2928.9008
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2923.5099
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2929.9090
Epoch 1/1
50/50 [==============================] - 0s 270us/step - loss: 2928.2376
Epoch 1/1
50/50 [==============================] - 0s 148us/step - loss: 2922.8995
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3604.47 - 0s 92us/step - loss: 2924.8023
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2923.5221
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2923.2758
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2924.3729
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2922.3217
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2931.1874
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2941.6448
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2924.9349
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2929.2347
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2924.7915
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2930.9019
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2945.7047
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2945.1644
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2939.8160
Epoch 1/1
50/50 [==============================] - 0s 117us/step - loss: 2941.0149
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2939.6221
Epoch 1/1
50/50 [==============================] - 0s 105us/step - loss: 2926.9469
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2924.0392
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2923.4346
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2926.6305
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2924.0487
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2926.3282
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2922.7552
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2922.2997
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2340.10 - 0s 66us/step - loss: 2923.5444
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2923.3687
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2938.7148
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2924.1908
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.8264
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2927.9807
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2928.5747
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2923.2894
Epoch 1/1
50/50 [==============================] - 0s 107us/step - loss: 2961.2264
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2926.3574
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2925.8367
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2923.4832
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2925.5861
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2924.5525
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2923.6723
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2926.7627
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2924.3603
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2930.9694
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2927.4935
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2925.8092
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2924.1684
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2929.5105
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2926.5956
Epoch 1/1
50/50 [==============================] - 0s 96us/step - loss: 2922.7847
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2923.0017
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2924.7430
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2505.92 - 0s 64us/step - loss: 2926.1385
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2923.7758
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2925.8348
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2923.4002
Epoch 1/1
50/50 [==============================] - 0s 95us/step - loss: 2922.5377
Epoch 1/1
50/50 [==============================] - 0s 95us/step - loss: 2923.6085
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2922.4868
Epoch 1/1
50/50 [==============================] - 0s 127us/step - loss: 2922.8097
Epoch 1/1
50/50 [==============================] - 0s 156us/step - loss: 2922.2120
Epoch 1/1
50/50 [==============================] - 0s 115us/step - loss: 2922.5296
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2933.7891
Epoch 1/1
50/50 [==============================] - 0s 153us/step - loss: 2928.2122
Epoch 1/1
50/50 [==============================] - 0s 145us/step - loss: 2923.5115
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2923.1887
Epoch 1/1
50/50 [==============================] - 0s 148us/step - loss: 2922.9076
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 1586.57 - 0s 83us/step - loss: 2932.9934
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.2132
Epoch 1/1
50/50 [==============================] - 0s 119us/step - loss: 2933.8683
Epoch 1/1
50/50 [==============================] - 0s 151us/step - loss: 2922.9259
Epoch 1/1
50/50 [==============================] - 0s 150us/step - loss: 2922.8118
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.2495
Epoch 1/1
50/50 [==============================] - 0s 200us/step - loss: 2925.6098
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2966.66 - 0s 163us/step - loss: 2922.8525
Epoch 1/1
50/50 [==============================] - 0s 96us/step - loss: 2922.4614
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2927.3201
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2924.1113
Epoch 1/1
50/50 [==============================] - 0s 188us/step - loss: 2922.8649
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2922.9773
Epoch 1/1
50/50 [==============================] - 0s 121us/step - loss: 2928.9187
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2936.4420
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2925.5317
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2931.2970
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2930.7846
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2927.9237
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2925.1723
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2931.7108
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2923.3838
Epoch 1/1
50/50 [==============================] - 0s 148us/step - loss: 2929.8536
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2924.3437
Epoch 1/1
50/50 [==============================] - 0s 116us/step - loss: 2923.4687
Epoch 1/1
50/50 [==============================] - 0s 123us/step - loss: 2924.5015
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2925.8939
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2923.2905
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2928.5882
Epoch 1/1
50/50 [==============================] - 0s 141us/step - loss: 2923.6833
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2928.8344
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2929.2095
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2925.9641
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2923.4188
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2934.9944
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2924.0405
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2924.0704
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2929.8068
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2924.3947
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2923.4064
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2924.2810
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2925.7612
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2922.9057
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2924.5587
Epoch 1/1
50/50 [==============================] - 0s 159us/step - loss: 2932.9600
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2928.9429
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.0664
Epoch 1/1
50/50 [==============================] - 0s 111us/step - loss: 2925.0947
Epoch 1/1
50/50 [==============================] - 0s 358us/step - loss: 2926.9832
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2924.4941
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2923.4692
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2922.7413
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2923.1384
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.8067
Epoch 1/1
50/50 [==============================] - 0s 176us/step - loss: 2927.2835
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2929.9417
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2922.6509
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2923.2909
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2939.6847
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2945.9305
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2927.6118
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2931.4229
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2929.6054
Epoch 1/1
50/50 [==============================] - 0s 133us/step - loss: 2931.3820
Epoch 1/1
50/50 [==============================] - 0s 113us/step - loss: 2933.2702
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2922.5631
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2922.2024
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2922.3006
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2923.1746
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2930.0434
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2922.6560
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2923.8321
Epoch 1/1
50/50 [==============================] - 0s 174us/step - loss: 2923.5529
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2922.3743
Epoch 1/1
50/50 [==============================] - 0s 199us/step - loss: 2926.3959
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2928.0661
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2922.3560
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.1855
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2932.8848
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2922.7962
Epoch 1/1
50/50 [==============================] - 0s 109us/step - loss: 2949.8666
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2927.2242
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2923.1083
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3047.35 - 0s 69us/step - loss: 2923.0482
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2926.7362
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2928.4151
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2926.9902
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2923.1293
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2936.8438
Epoch 1/1
50/50 [==============================] - 0s 177us/step - loss: 2923.3635
Epoch 1/1
50/50 [==============================] - 0s 187us/step - loss: 2934.2848
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.2139
Epoch 1/1
50/50 [==============================] - 0s 261us/step - loss: 2922.2514
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2922.5617
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2934.8989
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2923.0565
Epoch 1/1
50/50 [==============================] - 0s 166us/step - loss: 2926.0577
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2923.1478
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2924.2371
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.1092
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2927.5658
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2925.9524
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2922.3900
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3095.17 - 0s 87us/step - loss: 2923.1648
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2927.3962
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2924.2175
Epoch 1/1
50/50 [==============================] - 0s 140us/step - loss: 2923.8943
Epoch 1/1
50/50 [==============================] - 0s 178us/step - loss: 2923.1641
Epoch 1/1
50/50 [==============================] - 0s 149us/step - loss: 2922.2931
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2922.8010
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2922.4876
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.0436
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.7562
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2923.6079
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.2361
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2922.2169
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2924.1285
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2923.3453
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2922.5288
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2926.5899
Epoch 1/1
50/50 [==============================] - 0s 153us/step - loss: 2922.5945
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2926.3498
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.2387
Epoch 1/1
50/50 [==============================] - 0s 166us/step - loss: 2928.5860
Epoch 1/1
50/50 [==============================] - 0s 136us/step - loss: 2924.9962
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2924.5582
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 1999.31 - 0s 91us/step - loss: 2930.4138
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.5836
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2926.0305
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2922.9697
Epoch 1/1
50/50 [==============================] - 0s 101us/step - loss: 2923.0808
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2923.6630
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2923.1886
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2937.1835
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2923.9796
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.2190
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2922.3581
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2925.0801
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2925.7394
Epoch 1/1
50/50 [==============================] - 0s 116us/step - loss: 2942.0068
Epoch 1/1
50/50 [==============================] - 0s 118us/step - loss: 2926.9782
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2925.8549
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2931.0250
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2927.8985
Epoch 1/1
50/50 [==============================] - 0s 119us/step - loss: 2923.0618
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3859.24 - 0s 168us/step - loss: 2927.9601
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2925.3462
Epoch 1/1
50/50 [==============================] - 0s 209us/step - loss: 2923.0860
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2932.2041
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.4341
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2925.6720
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2922.6164
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2933.1793
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2926.1995
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2931.7601
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2923.5262
Epoch 1/1
50/50 [==============================] - 0s 261us/step - loss: 2923.1162
Epoch 1/1
50/50 [==============================] - 0s 123us/step - loss: 2923.4588
Epoch 1/1
50/50 [==============================] - 0s 165us/step - loss: 2933.6055
Epoch 1/1
50/50 [==============================] - 0s 121us/step - loss: 2924.7083
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2923.2817
Epoch 1/1
50/50 [==============================] - 0s 144us/step - loss: 2937.2213
Epoch 1/1
50/50 [==============================] - 0s 111us/step - loss: 2928.8454
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2934.3794
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2929.8888
Epoch 1/1
50/50 [==============================] - 0s 180us/step - loss: 2926.1091
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2923.9377
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2938.0081
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2923.2966
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2930.9533
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2924.4425
Epoch 1/1
50/50 [==============================] - 0s 129us/step - loss: 2926.4672
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2943.7978
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2925.6316
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2922.3622
Epoch 1/1
50/50 [==============================] - 0s 227us/step - loss: 2929.9039
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.2236
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2923.4362
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2924.0260
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2926.4277
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.3448
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2923.0949
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2923.1244
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2922.4037
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2925.3029
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2930.1164
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2923.7972
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.4289
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2934.1973
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2302.07 - 0s 196us/step - loss: 2927.7422
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2923.8459
Epoch 1/1
50/50 [==============================] - 0s 137us/step - loss: 2925.6749
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2923.3166
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2922.1521
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.2286
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.8832
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2924.2830
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2922.5592
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2922.2415
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2934.9065
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.2873
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2923.4830
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2928.5170
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.5105
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.2647
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2923.9602
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2922.3657
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2937.5747
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2927.4526
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.5996
Epoch 1/1
50/50 [==============================] - 0s 351us/step - loss: 2934.2233
Epoch 1/1
50/50 [==============================] - 0s 127us/step - loss: 2937.4064
Epoch 1/1
50/50 [==============================] - 0s 127us/step - loss: 2931.2750
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2926.5422
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2936.3162
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2923.2634
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2923.0154
Epoch 1/1
50/50 [==============================] - 0s 131us/step - loss: 2935.0086
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2924.7909
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2923.4530
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2926.6807
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.8176
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2951.9771
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2922.7808
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2922.9002
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2922.3149
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2922.3754
Epoch 1/1
50/50 [==============================] - 0s 428us/step - loss: 2928.8847
Epoch 1/1
50/50 [==============================] - 0s 207us/step - loss: 2932.7287
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2926.6020
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2925.0973
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2923.8485
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2922.9966
Epoch 1/1
50/50 [==============================] - 0s 112us/step - loss: 2922.7521
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2923.7810
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2927.1532
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.3695
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2927.6674
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.4228
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2943.4162
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2923.1293
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2931.5012
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2936.7714
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.5844
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2855.95 - 0s 161us/step - loss: 2923.9299
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2923.2350
Epoch 1/1
50/50 [==============================] - 0s 113us/step - loss: 2923.3943
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2925.0713
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2925.3224
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2925.8104
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2923.0125
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2922.4373
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2925.3003
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3125.40 - 0s 75us/step - loss: 2922.1571
Epoch 1/1
50/50 [==============================] - 0s 178us/step - loss: 2922.5927
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2922.2192
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.8082
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.5541
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2931.1277
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2937.1273
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2933.7777
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2935.5500
Epoch 1/1
50/50 [==============================] - 0s 550us/step - loss: 2924.3211
Epoch 1/1
50/50 [==============================] - 0s 237us/step - loss: 2942.3762
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2927.2032
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.8000
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2924.9310
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2928.9839
Epoch 1/1
50/50 [==============================] - 0s 113us/step - loss: 2929.0535
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2941.2585
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.5943
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2922.1357
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2949.3448
Epoch 1/1
50/50 [==============================] - 0s 96us/step - loss: 2923.3145
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.8750
Epoch 1/1
50/50 [==============================] - 0s 223us/step - loss: 2924.0281
Epoch 1/1
50/50 [==============================] - 0s 129us/step - loss: 2930.0029
Epoch 1/1
50/50 [==============================] - 0s 3ms/step - loss: 2924.3686
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2486.44 - 0s 79us/step - loss: 2923.4749
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2924.5505
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2931.5541
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2927.4211
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.8460
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 1601.09 - 0s 68us/step - loss: 2938.9283
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2926.3644
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2930.9927
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2924.2443
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2926.3667
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2924.4344
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2924.8284
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2923.7530
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2922.1222
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.6747
Epoch 1/1
50/50 [==============================] - 0s 176us/step - loss: 2923.3011
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.0114
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2922.2213
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2925.2199
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2925.9748
Epoch 1/1
50/50 [==============================] - 0s 234us/step - loss: 2923.4470
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2938.8473
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2922.2158
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2926.0156
Epoch 1/1
50/50 [==============================] - 0s 125us/step - loss: 2927.6380
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2927.4586
Epoch 1/1
50/50 [==============================] - 0s 179us/step - loss: 2926.8257
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2927.5852
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2931.2706
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.1764
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2926.3493
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2922.3325
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2922.6345
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2924.0266
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2928.5378
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2923.3735
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.1099
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2403.10 - 0s 111us/step - loss: 2922.5429
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2922.5239
Epoch 1/1
50/50 [==============================] - 0s 121us/step - loss: 2922.8807
Epoch 1/1
50/50 [==============================] - 0s 246us/step - loss: 2922.4168
Epoch 1/1
50/50 [==============================] - 0s 148us/step - loss: 2927.5791
Epoch 1/1
50/50 [==============================] - 0s 122us/step - loss: 2944.3694
Epoch 1/1
50/50 [==============================] - 0s 226us/step - loss: 2926.0193
Epoch 1/1
50/50 [==============================] - 0s 181us/step - loss: 2925.1002
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2922.2854
Epoch 1/1
50/50 [==============================] - 0s 221us/step - loss: 2927.2843
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2924.3265
Epoch 1/1
50/50 [==============================] - 0s 165us/step - loss: 2934.6322
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2927.3510
Epoch 1/1
50/50 [==============================] - 0s 101us/step - loss: 2926.8875
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2941.1707
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2927.4217
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2925.5553
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2923.0068
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2929.1108
Epoch 1/1
50/50 [==============================] - 0s 115us/step - loss: 2924.6564
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2922.1373
Epoch 1/1
50/50 [==============================] - 0s 196us/step - loss: 2926.4024
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2922.7598
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2937.8218
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2926.9867
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2929.2565
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2931.2632
Epoch 1/1
50/50 [==============================] - 0s 96us/step - loss: 2936.0099
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2922.2641
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2922.2845
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2926.3848
Epoch 1/1
50/50 [==============================] - 0s 234us/step - loss: 2922.3457
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.2067
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2934.0021
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2922.3370
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2922.3769
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.2885
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2922.4556
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3058.37 - 0s 69us/step - loss: 2922.2622
Epoch 1/1
50/50 [==============================] - 0s 95us/step - loss: 2925.8593
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2933.1309
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2936.8981
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2936.2950
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2923.6606
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2940.8434
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2923.4637
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2925.0498
Epoch 1/1
50/50 [==============================] - 0s 168us/step - loss: 2923.3637
Epoch 1/1
50/50 [==============================] - 0s 191us/step - loss: 2923.6784
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2927.4452
Epoch 1/1
50/50 [==============================] - 0s 220us/step - loss: 2923.7613
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2924.1932
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2927.3470
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.2627
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2922.2127
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2923.0947
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2927.3677
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.1638
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.7401
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.7602
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2925.3581
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.3556
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2924.8891
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2923.9191
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2926.0804
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2923.2037
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2925.4179
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.2170
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.3029
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2925.8711
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2923.1740
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2925.9840
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2923.3457
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2944.5535
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2924.1835
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2923.8461
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.1328
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.7841
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2922.1304
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2923.4442
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2922.5083
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2928.7601
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.6328
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2926.7283
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.8985
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.5913
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2923.5471
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2929.7058
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2925.5287
Epoch 1/1
50/50 [==============================] - 0s 127us/step - loss: 2922.9101
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2928.0109
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2927.7717
Epoch 1/1
50/50 [==============================] - 0s 112us/step - loss: 2922.2502
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2922.3926
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2922.1896
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2922.6291
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2929.8960
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2926.0350
Epoch 1/1
50/50 [==============================] - 0s 171us/step - loss: 2923.6851
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2922.6881
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2922.6550
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2922.4602
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.9011
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2924.9214
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2922.7135
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2934.5622
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2934.5381
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.7686
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2924.7662
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2923.8582
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2923.9418
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2926.1561
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2929.3834
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.6870
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2922.2950
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2923.8294
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2923.0165
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2922.4535
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2924.2053
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.7257
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2928.0487
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2923.4524
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.7105
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2926.7635
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2922.8201
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2927.3871
Epoch 1/1
50/50 [==============================] - 0s 111us/step - loss: 2923.9237
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2937.1744
Epoch 1/1
50/50 [==============================] - 0s 189us/step - loss: 2930.8691
Epoch 1/1
50/50 [==============================] - 0s 175us/step - loss: 2922.9278
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2922.6867
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2926.4220
Epoch 1/1
50/50 [==============================] - 0s 152us/step - loss: 2922.7173
Epoch 1/1
50/50 [==============================] - 0s 255us/step - loss: 2925.4043
Epoch 1/1
50/50 [==============================] - 0s 210us/step - loss: 2941.8842
Epoch 1/1
50/50 [==============================] - 0s 313us/step - loss: 2922.4219
Epoch 1/1
50/50 [==============================] - 0s 120us/step - loss: 2929.7454
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2655.75 - 0s 549us/step - loss: 2923.2193
Epoch 1/1
50/50 [==============================] - 0s 785us/step - loss: 2922.2942
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2934.5960
Epoch 1/1
50/50 [==============================] - 0s 142us/step - loss: 2924.5820
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2923.3487
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2929.0475
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2933.3439
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2927.4097
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2932.2304
Epoch 1/1
50/50 [==============================] - 0s 157us/step - loss: 2922.8518
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2925.1013
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2926.4657
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2922.2171
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2932.6532
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2929.5986
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2924.3616
Epoch 1/1
50/50 [==============================] - 0s 134us/step - loss: 2933.7480
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2935.6619
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2938.9697
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2944.9260
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2922.7288
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2932.3961
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2928.4179
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2930.3097
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2924.9141
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2932.9181
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2926.4510
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.2972
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2926.3004
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2928.3227
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2950.7752
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2926.1292
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2928.3299
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2926.7326
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2927.5610
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2924.8000
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2925.4584
Epoch 1/1
50/50 [==============================] - 0s 109us/step - loss: 2924.4117
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2923.1352
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2926.1725
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2922.9091
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2924.5055
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.4558
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2923.2572
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2930.1047
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2928.2814
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2922.0918
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2924.0849
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2922.3359
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2928.0208
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2927.7298
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2923.2408
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2925.1076
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2923.0779
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2925.5832
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2929.1412
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2922.8559
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2922.3638
Epoch 1/1
50/50 [==============================] - 0s 168us/step - loss: 2922.7929
Epoch 1/1
50/50 [==============================] - 0s 96us/step - loss: 2924.7898
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 2536.15 - 0s 215us/step - loss: 2922.0734
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2947.4176
Epoch 1/1
50/50 [==============================] - 0s 263us/step - loss: 2928.1219
Epoch 1/1
50/50 [==============================] - 0s 131us/step - loss: 2928.5017
Epoch 1/1
50/50 [==============================] - 0s 1ms/step - loss: 2923.1879
Epoch 1/1
50/50 [==============================] - 0s 113us/step - loss: 2931.7545
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2925.3975
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2924.3485
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2925.5991
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2924.0964
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2924.6246
Epoch 1/1
50/50 [==============================] - 0s 116us/step - loss: 2931.4970
Epoch 1/1
50/50 [==============================] - 0s 134us/step - loss: 2923.3798
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2923.6996
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2925.1561
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2923.0971
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2936.8889
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2931.3242
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2924.7248
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2923.8078
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2923.4373
Epoch 1/1
50/50 [==============================] - 0s 133us/step - loss: 2930.2843
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.1123
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2925.3023
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2933.1302
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2928.0276
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2926.0959
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2925.2614
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2924.4511
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2928.4172
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2934.7121
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2925.3601
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2934.6515
Epoch 1/1
50/50 [==============================] - 0s 133us/step - loss: 2927.0484
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2923.5119
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2932.5642
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.0509
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2924.7987
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2922.9474
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.1190
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2922.9692
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2922.3660
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.4500
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2922.0826
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.7246
Epoch 1/1
50/50 [==============================] - 0s 112us/step - loss: 2929.5934
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2922.5678
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2930.9693
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2922.2250
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2927.9008
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2925.7561
Epoch 1/1
50/50 [==============================] - 0s 139us/step - loss: 2932.0442
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.1314
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2923.2462
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.0458
Epoch 1/1
50/50 [==============================] - 0s 142us/step - loss: 2924.5543
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2922.1522
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2928.2747
Epoch 1/1
50/50 [==============================] - 0s 111us/step - loss: 2934.7882
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2925.7286
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2926.6401
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2924.3179
Epoch 1/1
50/50 [==============================] - 0s 152us/step - loss: 2925.9779
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2923.3464
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2929.0409
Epoch 1/1
50/50 [==============================] - 0s 128us/step - loss: 2929.0060
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2924.1848
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2923.4100
Epoch 1/1
50/50 [==============================] - 0s 140us/step - loss: 2924.5408
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2928.0475
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2923.9053
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2923.8025
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.3074
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2929.4855
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2925.2103
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2932.3376
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2925.3715
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2922.4933
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2923.8411
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2923.3446
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2930.3026
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2928.8807
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2931.9015
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2927.9738
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2945.9997
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2930.5384
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2924.3062
Epoch 1/1
50/50 [==============================] - 0s 55us/step - loss: 2923.1419
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2924.2796
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2922.9392
Epoch 1/1
50/50 [==============================] - 0s 60us/step - loss: 2922.6538
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2923.9286
Epoch 1/1
50/50 [==============================] - 0s 59us/step - loss: 2923.0693
Epoch 1/1
50/50 [==============================] - 0s 57us/step - loss: 2925.1504
Epoch 1/1
50/50 [==============================] - 0s 57us/step - loss: 2925.8433
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2924.3761
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2928.8968
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2922.0694
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2931.6925
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2943.1170
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2924.9181
Epoch 1/1
50/50 [==============================] - 0s 233us/step - loss: 2930.3346
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2925.9667
Epoch 1/1
50/50 [==============================] - 0s 118us/step - loss: 2925.1896
Epoch 1/1
50/50 [==============================] - 0s 103us/step - loss: 2927.1863
Epoch 1/1
50/50 [==============================] - 0s 142us/step - loss: 2927.0633
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2926.7546
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2930.6744
Epoch 1/1
50/50 [==============================] - 0s 128us/step - loss: 2925.8929
Epoch 1/1
50/50 [==============================] - 0s 140us/step - loss: 2924.0127
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2929.9689
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2925.5594
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.6320
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2926.5507
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2924.0426
Epoch 1/1
50/50 [==============================] - 0s 112us/step - loss: 2927.0760
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2923.5478
Epoch 1/1
50/50 [==============================] - 0s 140us/step - loss: 2925.8546
Epoch 1/1
50/50 [==============================] - 0s 126us/step - loss: 2922.7436
Epoch 1/1
50/50 [==============================] - 0s 135us/step - loss: 2922.5545
Epoch 1/1
50/50 [==============================] - 0s 164us/step - loss: 2922.7283
Epoch 1/1
50/50 [==============================] - 0s 148us/step - loss: 2923.9122
Epoch 1/1
50/50 [==============================] - 0s 162us/step - loss: 2926.9110
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2932.6915
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2922.5453
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2922.6765
Epoch 1/1
50/50 [==============================] - 0s 173us/step - loss: 2923.7131
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2924.7907
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2922.0830
Epoch 1/1
50/50 [==============================] - 0s 271us/step - loss: 2922.6541
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2932.4561
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2924.0174
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2924.1124
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2922.5122
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2922.1956
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2922.0361
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2922.0264
Epoch 1/1
50/50 [==============================] - 0s 122us/step - loss: 2927.5280
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.7552
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2929.3329
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2923.1105
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2923.1332
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2922.3454
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2923.2312
Epoch 1/1
50/50 [==============================] - 0s 97us/step - loss: 2922.6734
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2935.1592
Epoch 1/1
50/50 [==============================] - 0s 108us/step - loss: 2926.5754
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2931.3042
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2926.3771
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2933.4249
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2934.2631
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2924.1672
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2926.2446
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2922.2108
Epoch 1/1
50/50 [==============================] - 0s 88us/step - loss: 2926.3977
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2923.6346
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2924.8174
Epoch 1/1
50/50 [==============================] - 0s 104us/step - loss: 2923.0214
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2932.4840
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2925.1272
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2927.2608
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2926.5334
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2924.4914
Epoch 1/1
50/50 [==============================] - 0s 105us/step - loss: 2924.2550
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2927.7037
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2927.3986
Epoch 1/1
50/50 [==============================] - 0s 71us/step - loss: 2934.2668
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2922.1085
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2933.6684
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2927.6108
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2922.4811
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2926.6735
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2926.1114
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2923.7693
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2924.8456
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2922.6773
Epoch 1/1
50/50 [==============================] - 0s 121us/step - loss: 2927.5322
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2939.4979
Epoch 1/1
50/50 [==============================] - 0s 87us/step - loss: 2923.7912
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.7915
Epoch 1/1
50/50 [==============================] - 0s 107us/step - loss: 2923.1680
Epoch 1/1
50/50 [==============================] - 0s 137us/step - loss: 2928.3295
Epoch 1/1
50/50 [==============================] - 0s 95us/step - loss: 2926.1570
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2925.4824
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2922.6325
Epoch 1/1
50/50 [==============================] - 0s 120us/step - loss: 2924.8083
Epoch 1/1
50/50 [==============================] - 0s 84us/step - loss: 2922.8220
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2940.8001
Epoch 1/1
50/50 [==============================] - 0s 135us/step - loss: 2928.4974
Epoch 1/1
50/50 [==============================] - 0s 98us/step - loss: 2923.8007
Epoch 1/1
50/50 [==============================] - 0s 94us/step - loss: 2923.2950
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2922.3803
Epoch 1/1
50/50 [==============================] - 0s 107us/step - loss: 2922.2284
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.2742
Epoch 1/1
50/50 [==============================] - 0s 69us/step - loss: 2922.0384
Epoch 1/1
50/50 [==============================] - 0s 107us/step - loss: 2922.4097
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2930.1732
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2928.9554
Epoch 1/1
50/50 [==============================] - 0s 140us/step - loss: 2927.3527
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.6564
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3986.62 - 0s 136us/step - loss: 2937.2451
Epoch 1/1
50/50 [==============================] - 0s 90us/step - loss: 2924.3833
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2923.6230
Epoch 1/1
50/50 [==============================] - 0s 114us/step - loss: 2928.5456
Epoch 1/1
50/50 [==============================] - 0s 100us/step - loss: 2922.9589
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2923.6490
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2946.3942
Epoch 1/1
50/50 [==============================] - 0s 89us/step - loss: 2922.6258
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2922.8365
Epoch 1/1
50/50 [==============================] - 0s 110us/step - loss: 2932.2326
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2922.2056
Epoch 1/1
50/50 [==============================] - 0s 74us/step - loss: 2931.5909
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2923.7952
Epoch 1/1
50/50 [==============================] - 0s 177us/step - loss: 2922.9574
Epoch 1/1
50/50 [==============================] - 0s 168us/step - loss: 2924.1182
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2922.1971
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2923.6052
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2939.1807
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2924.0131
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.7284
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2936.2851
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2925.5516
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2923.5925
Epoch 1/1
50/50 [==============================] - 0s 76us/step - loss: 2937.9907
Epoch 1/1
50/50 [==============================] - 0s 65us/step - loss: 2922.8794
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2923.1030
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2923.4406
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2925.8448
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2944.8691
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2924.9695
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2924.3991
Epoch 1/1
50/50 [==============================] - 0s 70us/step - loss: 2925.9954
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2923.7158
Epoch 1/1
50/50 [==============================] - 0s 118us/step - loss: 2935.9878
Epoch 1/1
50/50 [==============================] - 0s 64us/step - loss: 2924.9097
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2928.4414
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2928.6426
Epoch 1/1
50/50 [==============================] - 0s 145us/step - loss: 2923.2720
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2924.4154
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2935.2916
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2932.3440
Epoch 1/1
50/50 [==============================] - 0s 81us/step - loss: 2924.5836
Epoch 1/1
50/50 [==============================] - 0s 93us/step - loss: 2922.4054
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2926.5848
Epoch 1/1
50/50 [==============================] - 0s 79us/step - loss: 2922.7696
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2923.4410
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2922.4851
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2922.3438
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2922.7977
Epoch 1/1
50/50 [==============================] - 0s 61us/step - loss: 2924.2102
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2924.2729
Epoch 1/1
50/50 [==============================] - 0s 78us/step - loss: 2924.4246
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2931.8708
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2924.2735
Epoch 1/1
50/50 [==============================] - 0s 73us/step - loss: 2927.2353
Epoch 1/1
50/50 [==============================] - 0s 109us/step - loss: 2931.1012
Epoch 1/1
50/50 [==============================] - 0s 99us/step - loss: 2925.3634
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2924.1223
Epoch 1/1
50/50 [==============================] - 0s 92us/step - loss: 2935.8469
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2935.0387
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2923.8233
Epoch 1/1
50/50 [==============================] - 0s 67us/step - loss: 2922.4290
Epoch 1/1
50/50 [==============================] - ETA: 0s - loss: 3433.32 - 0s 85us/step - loss: 2923.9219
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2924.6561
Epoch 1/1
50/50 [==============================] - 0s 136us/step - loss: 2923.9098
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2923.6282
Epoch 1/1
50/50 [==============================] - 0s 86us/step - loss: 2926.9137
Epoch 1/1
50/50 [==============================] - 0s 66us/step - loss: 2922.2197
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2929.6559
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2922.9392
Epoch 1/1
50/50 [==============================] - 0s 91us/step - loss: 2933.1967
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2923.2328
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2922.7154
Epoch 1/1
50/50 [==============================] - 0s 77us/step - loss: 2934.8782
Epoch 1/1
50/50 [==============================] - 0s 102us/step - loss: 2923.8188
Epoch 1/1
50/50 [==============================] - 0s 72us/step - loss: 2933.8178
Epoch 1/1
50/50 [==============================] - 0s 75us/step - loss: 2929.0073
Epoch 1/1
50/50 [==============================] - 0s 83us/step - loss: 2935.7532
Epoch 1/1
50/50 [==============================] - 0s 106us/step - loss: 2926.4351
Epoch 1/1
50/50 [==============================] - 0s 68us/step - loss: 2922.7792
Epoch 1/1
50/50 [==============================] - 0s 85us/step - loss: 2925.3617
Epoch 1/1
50/50 [==============================] - 0s 62us/step - loss: 2922.8532
Epoch 1/1
50/50 [==============================] - 0s 82us/step - loss: 2923.2792
Epoch 1/1
50/50 [==============================] - 0s 80us/step - loss: 2922.9871
Epoch 1/1
50/50 [==============================] - 0s 63us/step - loss: 2929.6490



In [30]:

    
predict_cp = model.predict(cp)



In [31]:

    
plt.scatter( cp,predict_cp)
plt.scatter( cp,newcp)

# plt.ylabel('some numbers')
plt.show()



In [38]:

    
model.get_weights()









    Out[38]:





[array([[ 1.78748786]], dtype=float32), array([-0.04421403], dtype=float32)]



In [ ]: