notebook.community

Edit and run 





In [2]:



    


import numpy as np
from keras.models import Sequential
from keras.layers import Dense



    


















    






Using TensorFlow backend.

















In [3]:



    


np.random.seed(9074)
x_train = [1,2,3,4]
y_train = [2,4,6,8]



    











In [4]:



    


model = Sequential()



    











In [5]:



    


model.add(Dense(1, input_dim=1))



    











In [6]:



    


model.compile(loss='mse', optimizer='adam')



    











In [10]:



    


model.fit(x_train, y_train, epochs=1000)



    


















    






Epoch 1/1000
4/4 [==============================] - 0s 799us/step - loss: 5.3383
Epoch 2/1000
4/4 [==============================] - 0s 576us/step - loss: 5.3225
Epoch 3/1000
4/4 [==============================] - 0s 637us/step - loss: 5.3067
Epoch 4/1000
4/4 [==============================] - 0s 709us/step - loss: 5.2909
Epoch 5/1000
4/4 [==============================] - 0s 639us/step - loss: 5.2751
Epoch 6/1000
4/4 [==============================] - 0s 604us/step - loss: 5.2594
Epoch 7/1000
4/4 [==============================] - 0s 579us/step - loss: 5.2437
Epoch 8/1000
4/4 [==============================] - 0s 644us/step - loss: 5.2281
Epoch 9/1000
4/4 [==============================] - 0s 746us/step - loss: 5.2125
Epoch 10/1000
4/4 [==============================] - 0s 589us/step - loss: 5.1969
Epoch 11/1000
4/4 [==============================] - 0s 843us/step - loss: 5.1814
Epoch 12/1000
4/4 [==============================] - 0s 624us/step - loss: 5.1659
Epoch 13/1000
4/4 [==============================] - 0s 736us/step - loss: 5.1505
Epoch 14/1000
4/4 [==============================] - 0s 630us/step - loss: 5.1351
Epoch 15/1000
4/4 [==============================] - 0s 852us/step - loss: 5.1197
Epoch 16/1000
4/4 [==============================] - 0s 847us/step - loss: 5.1043
Epoch 17/1000
4/4 [==============================] - 0s 1ms/step - loss: 5.0890
Epoch 18/1000
4/4 [==============================] - 0s 731us/step - loss: 5.0738
Epoch 19/1000
4/4 [==============================] - 0s 626us/step - loss: 5.0585
Epoch 20/1000
4/4 [==============================] - 0s 778us/step - loss: 5.0433
Epoch 21/1000
4/4 [==============================] - 0s 878us/step - loss: 5.0281
Epoch 22/1000
4/4 [==============================] - 0s 719us/step - loss: 5.0130
Epoch 23/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.9979
Epoch 24/1000
4/4 [==============================] - 0s 953us/step - loss: 4.9829
Epoch 25/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.9678
Epoch 26/1000
4/4 [==============================] - 0s 617us/step - loss: 4.9528
Epoch 27/1000
4/4 [==============================] - 0s 836us/step - loss: 4.9378
Epoch 28/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.9229
Epoch 29/1000
4/4 [==============================] - 0s 692us/step - loss: 4.9080
Epoch 30/1000
4/4 [==============================] - 0s 668us/step - loss: 4.8932
Epoch 31/1000
4/4 [==============================] - 0s 884us/step - loss: 4.8784
Epoch 32/1000
4/4 [==============================] - 0s 914us/step - loss: 4.8636
Epoch 33/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.8489
Epoch 34/1000
4/4 [==============================] - 0s 967us/step - loss: 4.8341
Epoch 35/1000
4/4 [==============================] - 0s 704us/step - loss: 4.8195
Epoch 36/1000
4/4 [==============================] - 0s 625us/step - loss: 4.8048
Epoch 37/1000
4/4 [==============================] - 0s 683us/step - loss: 4.7902
Epoch 38/1000
4/4 [==============================] - 0s 782us/step - loss: 4.7757
Epoch 39/1000
4/4 [==============================] - 0s 553us/step - loss: 4.7611
Epoch 40/1000
4/4 [==============================] - 0s 684us/step - loss: 4.7466
Epoch 41/1000
4/4 [==============================] - 0s 688us/step - loss: 4.7321
Epoch 42/1000
4/4 [==============================] - 0s 846us/step - loss: 4.7177
Epoch 43/1000
4/4 [==============================] - 0s 803us/step - loss: 4.7033
Epoch 44/1000
4/4 [==============================] - 0s 593us/step - loss: 4.6889
Epoch 45/1000
4/4 [==============================] - 0s 547us/step - loss: 4.6746
Epoch 46/1000
4/4 [==============================] - 0s 641us/step - loss: 4.6603
Epoch 47/1000
4/4 [==============================] - 0s 823us/step - loss: 4.6461
Epoch 48/1000
4/4 [==============================] - 0s 981us/step - loss: 4.6318
Epoch 49/1000
4/4 [==============================] - 0s 830us/step - loss: 4.6176
Epoch 50/1000
4/4 [==============================] - 0s 566us/step - loss: 4.6035
Epoch 51/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.5893
Epoch 52/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.5752
Epoch 53/1000
4/4 [==============================] - 0s 723us/step - loss: 4.5612
Epoch 54/1000
4/4 [==============================] - 0s 746us/step - loss: 4.5472
Epoch 55/1000
4/4 [==============================] - 0s 874us/step - loss: 4.5331
Epoch 56/1000
4/4 [==============================] - 0s 882us/step - loss: 4.5192
Epoch 57/1000
4/4 [==============================] - 0s 714us/step - loss: 4.5053
Epoch 58/1000
4/4 [==============================] - 0s 885us/step - loss: 4.4914
Epoch 59/1000
4/4 [==============================] - 0s 766us/step - loss: 4.4775
Epoch 60/1000
4/4 [==============================] - 0s 664us/step - loss: 4.4637
Epoch 61/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.4499
Epoch 62/1000
4/4 [==============================] - 0s 997us/step - loss: 4.4362
Epoch 63/1000
4/4 [==============================] - 0s 677us/step - loss: 4.4224
Epoch 64/1000
4/4 [==============================] - 0s 679us/step - loss: 4.4087
Epoch 65/1000
4/4 [==============================] - 0s 862us/step - loss: 4.3951
Epoch 66/1000
4/4 [==============================] - 0s 715us/step - loss: 4.3815
Epoch 67/1000
4/4 [==============================] - 0s 615us/step - loss: 4.3679
Epoch 68/1000
4/4 [==============================] - 0s 818us/step - loss: 4.3543
Epoch 69/1000
4/4 [==============================] - 0s 772us/step - loss: 4.3408
Epoch 70/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.3273
Epoch 71/1000
4/4 [==============================] - 0s 962us/step - loss: 4.3139
Epoch 72/1000
4/4 [==============================] - 0s 862us/step - loss: 4.3004
Epoch 73/1000
4/4 [==============================] - 0s 736us/step - loss: 4.2870
Epoch 74/1000
4/4 [==============================] - 0s 765us/step - loss: 4.2737
Epoch 75/1000
4/4 [==============================] - 0s 640us/step - loss: 4.2603
Epoch 76/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.2470
Epoch 77/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.2338
Epoch 78/1000
4/4 [==============================] - 0s 833us/step - loss: 4.2206
Epoch 79/1000
4/4 [==============================] - 0s 581us/step - loss: 4.2074
Epoch 80/1000
4/4 [==============================] - 0s 966us/step - loss: 4.1942
Epoch 81/1000
4/4 [==============================] - 0s 933us/step - loss: 4.1811
Epoch 82/1000
4/4 [==============================] - 0s 853us/step - loss: 4.1679
Epoch 83/1000
4/4 [==============================] - 0s 691us/step - loss: 4.1549
Epoch 84/1000
4/4 [==============================] - 0s 956us/step - loss: 4.1418
Epoch 85/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.1288
Epoch 86/1000
4/4 [==============================] - 0s 924us/step - loss: 4.1159
Epoch 87/1000
4/4 [==============================] - 0s 945us/step - loss: 4.1029
Epoch 88/1000
4/4 [==============================] - 0s 842us/step - loss: 4.0900
Epoch 89/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.0771
Epoch 90/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.0643
Epoch 91/1000
4/4 [==============================] - 0s 793us/step - loss: 4.0515
Epoch 92/1000
4/4 [==============================] - 0s 690us/step - loss: 4.0387
Epoch 93/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.0259
Epoch 94/1000
4/4 [==============================] - 0s 1ms/step - loss: 4.0132
Epoch 95/1000
4/4 [==============================] - 0s 866us/step - loss: 4.0005
Epoch 96/1000
4/4 [==============================] - 0s 2ms/step - loss: 3.9879
Epoch 97/1000
4/4 [==============================] - 0s 774us/step - loss: 3.9752
Epoch 98/1000
4/4 [==============================] - 0s 772us/step - loss: 3.9626
Epoch 99/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.9501
Epoch 100/1000
4/4 [==============================] - 0s 903us/step - loss: 3.9376
Epoch 101/1000
4/4 [==============================] - 0s 809us/step - loss: 3.9251
Epoch 102/1000
4/4 [==============================] - 0s 883us/step - loss: 3.9126
Epoch 103/1000
4/4 [==============================] - 0s 672us/step - loss: 3.9001
Epoch 104/1000
4/4 [==============================] - 0s 795us/step - loss: 3.8877
Epoch 105/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.8754
Epoch 106/1000
4/4 [==============================] - 0s 857us/step - loss: 3.8630
Epoch 107/1000
4/4 [==============================] - 0s 717us/step - loss: 3.8507
Epoch 108/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.8384
Epoch 109/1000
4/4 [==============================] - 0s 865us/step - loss: 3.8262
Epoch 110/1000
4/4 [==============================] - 0s 777us/step - loss: 3.8139
Epoch 111/1000
4/4 [==============================] - 0s 801us/step - loss: 3.8018
Epoch 112/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.7896
Epoch 113/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.7775
Epoch 114/1000
4/4 [==============================] - 0s 830us/step - loss: 3.7654
Epoch 115/1000
4/4 [==============================] - 0s 725us/step - loss: 3.7533
Epoch 116/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.7413
Epoch 117/1000
4/4 [==============================] - 0s 863us/step - loss: 3.7293
Epoch 118/1000
4/4 [==============================] - 0s 968us/step - loss: 3.7173
Epoch 119/1000
4/4 [==============================] - 0s 751us/step - loss: 3.7053
Epoch 120/1000
4/4 [==============================] - 0s 733us/step - loss: 3.6934
Epoch 121/1000
4/4 [==============================] - 0s 857us/step - loss: 3.6815
Epoch 122/1000
4/4 [==============================] - 0s 978us/step - loss: 3.6697
Epoch 123/1000
4/4 [==============================] - 0s 765us/step - loss: 3.6578
Epoch 124/1000
4/4 [==============================] - 0s 592us/step - loss: 3.6460
Epoch 125/1000
4/4 [==============================] - 0s 804us/step - loss: 3.6343
Epoch 126/1000
4/4 [==============================] - 0s 618us/step - loss: 3.6225
Epoch 127/1000
4/4 [==============================] - 0s 962us/step - loss: 3.6108
Epoch 128/1000
4/4 [==============================] - 0s 732us/step - loss: 3.5991
Epoch 129/1000
4/4 [==============================] - 0s 842us/step - loss: 3.5875
Epoch 130/1000
4/4 [==============================] - 0s 661us/step - loss: 3.5759
Epoch 131/1000
4/4 [==============================] - 0s 862us/step - loss: 3.5643
Epoch 132/1000
4/4 [==============================] - 0s 623us/step - loss: 3.5527
Epoch 133/1000
4/4 [==============================] - 0s 973us/step - loss: 3.5412
Epoch 134/1000
4/4 [==============================] - 0s 959us/step - loss: 3.5297
Epoch 135/1000
4/4 [==============================] - 0s 667us/step - loss: 3.5182
Epoch 136/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.5068
Epoch 137/1000
4/4 [==============================] - 0s 391us/step - loss: 3.4954
Epoch 138/1000
4/4 [==============================] - 0s 742us/step - loss: 3.4840
Epoch 139/1000
4/4 [==============================] - 0s 829us/step - loss: 3.4727
Epoch 140/1000
4/4 [==============================] - 0s 725us/step - loss: 3.4613
Epoch 141/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.4500
Epoch 142/1000
4/4 [==============================] - 0s 886us/step - loss: 3.4388
Epoch 143/1000
4/4 [==============================] - 0s 804us/step - loss: 3.4275
Epoch 144/1000
4/4 [==============================] - 0s 812us/step - loss: 3.4163
Epoch 145/1000
4/4 [==============================] - 0s 739us/step - loss: 3.4052
Epoch 146/1000
4/4 [==============================] - 0s 992us/step - loss: 3.3940
Epoch 147/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.3829
Epoch 148/1000
4/4 [==============================] - 0s 688us/step - loss: 3.3718
Epoch 149/1000
4/4 [==============================] - 0s 709us/step - loss: 3.3607
Epoch 150/1000
4/4 [==============================] - 0s 836us/step - loss: 3.3497
Epoch 151/1000
4/4 [==============================] - 0s 367us/step - loss: 3.3387
Epoch 152/1000
4/4 [==============================] - 0s 631us/step - loss: 3.3277
Epoch 153/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.3168
Epoch 154/1000
4/4 [==============================] - 0s 494us/step - loss: 3.3059
Epoch 155/1000
4/4 [==============================] - 0s 746us/step - loss: 3.2950
Epoch 156/1000
4/4 [==============================] - 0s 745us/step - loss: 3.2841
Epoch 157/1000
4/4 [==============================] - 0s 795us/step - loss: 3.2733
Epoch 158/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.2625
Epoch 159/1000
4/4 [==============================] - 0s 2ms/step - loss: 3.2517
Epoch 160/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.2409
Epoch 161/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.2302
Epoch 162/1000
4/4 [==============================] - 0s 915us/step - loss: 3.2195
Epoch 163/1000
4/4 [==============================] - 0s 964us/step - loss: 3.2089
Epoch 164/1000
4/4 [==============================] - 0s 959us/step - loss: 3.1982
Epoch 165/1000
4/4 [==============================] - 0s 910us/step - loss: 3.1876
Epoch 166/1000
4/4 [==============================] - 0s 853us/step - loss: 3.1771
Epoch 167/1000
4/4 [==============================] - 0s 700us/step - loss: 3.1665
Epoch 168/1000
4/4 [==============================] - 0s 718us/step - loss: 3.1560
Epoch 169/1000
4/4 [==============================] - 0s 664us/step - loss: 3.1455
Epoch 170/1000
4/4 [==============================] - 0s 748us/step - loss: 3.1350
Epoch 171/1000
4/4 [==============================] - 0s 835us/step - loss: 3.1246
Epoch 172/1000
4/4 [==============================] - 0s 592us/step - loss: 3.1142
Epoch 173/1000
4/4 [==============================] - 0s 749us/step - loss: 3.1038
Epoch 174/1000
4/4 [==============================] - 0s 737us/step - loss: 3.0934
Epoch 175/1000
4/4 [==============================] - 0s 666us/step - loss: 3.0831
Epoch 176/1000
4/4 [==============================] - 0s 832us/step - loss: 3.0728
Epoch 177/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.0625
Epoch 178/1000
4/4 [==============================] - 0s 843us/step - loss: 3.0523
Epoch 179/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.0421
Epoch 180/1000
4/4 [==============================] - 0s 696us/step - loss: 3.0319
Epoch 181/1000
4/4 [==============================] - 0s 682us/step - loss: 3.0217
Epoch 182/1000
4/4 [==============================] - 0s 1ms/step - loss: 3.0116
Epoch 183/1000
4/4 [==============================] - 0s 900us/step - loss: 3.0015
Epoch 184/1000
4/4 [==============================] - 0s 813us/step - loss: 2.9914
Epoch 185/1000
4/4 [==============================] - 0s 895us/step - loss: 2.9813
Epoch 186/1000
4/4 [==============================] - 0s 888us/step - loss: 2.9713
Epoch 187/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.9613
Epoch 188/1000
4/4 [==============================] - 0s 903us/step - loss: 2.9513
Epoch 189/1000
4/4 [==============================] - 0s 953us/step - loss: 2.9414
Epoch 190/1000
4/4 [==============================] - 0s 863us/step - loss: 2.9315
Epoch 191/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.9216
Epoch 192/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.9117
Epoch 193/1000
4/4 [==============================] - 0s 841us/step - loss: 2.9019
Epoch 194/1000
4/4 [==============================] - 0s 663us/step - loss: 2.8921
Epoch 195/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.8823
Epoch 196/1000
4/4 [==============================] - 0s 889us/step - loss: 2.8725
Epoch 197/1000
4/4 [==============================] - 0s 791us/step - loss: 2.8628
Epoch 198/1000
4/4 [==============================] - 0s 870us/step - loss: 2.8531
Epoch 199/1000
4/4 [==============================] - 0s 731us/step - loss: 2.8434
Epoch 200/1000
4/4 [==============================] - 0s 830us/step - loss: 2.8337
Epoch 201/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.8241
Epoch 202/1000
4/4 [==============================] - 0s 847us/step - loss: 2.8145
Epoch 203/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.8049
Epoch 204/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.7954
Epoch 205/1000
4/4 [==============================] - 0s 694us/step - loss: 2.7859
Epoch 206/1000
4/4 [==============================] - 0s 718us/step - loss: 2.7764
Epoch 207/1000
4/4 [==============================] - 0s 835us/step - loss: 2.7669
Epoch 208/1000
4/4 [==============================] - 0s 901us/step - loss: 2.7575
Epoch 209/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.7481
Epoch 210/1000
4/4 [==============================] - 0s 888us/step - loss: 2.7387
Epoch 211/1000
4/4 [==============================] - 0s 875us/step - loss: 2.7293
Epoch 212/1000
4/4 [==============================] - 0s 910us/step - loss: 2.7200
Epoch 213/1000
4/4 [==============================] - 0s 831us/step - loss: 2.7106
Epoch 214/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.7014
Epoch 215/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.6921
Epoch 216/1000
4/4 [==============================] - 0s 758us/step - loss: 2.6829
Epoch 217/1000
4/4 [==============================] - 0s 794us/step - loss: 2.6737
Epoch 218/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.6645
Epoch 219/1000
4/4 [==============================] - 0s 924us/step - loss: 2.6553
Epoch 220/1000
4/4 [==============================] - 0s 941us/step - loss: 2.6462
Epoch 221/1000
4/4 [==============================] - 0s 755us/step - loss: 2.6371
Epoch 222/1000
4/4 [==============================] - 0s 736us/step - loss: 2.6280
Epoch 223/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.6189
Epoch 224/1000
4/4 [==============================] - 0s 998us/step - loss: 2.6099
Epoch 225/1000
4/4 [==============================] - 0s 927us/step - loss: 2.6009
Epoch 226/1000
4/4 [==============================] - 0s 782us/step - loss: 2.5919
Epoch 227/1000
4/4 [==============================] - 0s 709us/step - loss: 2.5829
Epoch 228/1000
4/4 [==============================] - 0s 2ms/step - loss: 2.5740
Epoch 229/1000
4/4 [==============================] - 0s 848us/step - loss: 2.5651
Epoch 230/1000
4/4 [==============================] - 0s 962us/step - loss: 2.5562
Epoch 231/1000
4/4 [==============================] - 0s 786us/step - loss: 2.5474
Epoch 232/1000
4/4 [==============================] - 0s 941us/step - loss: 2.5385
Epoch 233/1000
4/4 [==============================] - 0s 985us/step - loss: 2.5297
Epoch 234/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.5209
Epoch 235/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.5122
Epoch 236/1000
4/4 [==============================] - 0s 795us/step - loss: 2.5034
Epoch 237/1000
4/4 [==============================] - 0s 911us/step - loss: 2.4947
Epoch 238/1000
4/4 [==============================] - 0s 776us/step - loss: 2.4860
Epoch 239/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.4774
Epoch 240/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.4687
Epoch 241/1000
4/4 [==============================] - 0s 740us/step - loss: 2.4601
Epoch 242/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.4515
Epoch 243/1000
4/4 [==============================] - 0s 462us/step - loss: 2.4430
Epoch 244/1000
4/4 [==============================] - 0s 642us/step - loss: 2.4344
Epoch 245/1000
4/4 [==============================] - 0s 665us/step - loss: 2.4259
Epoch 246/1000
4/4 [==============================] - 0s 796us/step - loss: 2.4174
Epoch 247/1000
4/4 [==============================] - 0s 937us/step - loss: 2.4090
Epoch 248/1000
4/4 [==============================] - 0s 780us/step - loss: 2.4005
Epoch 249/1000
4/4 [==============================] - 0s 660us/step - loss: 2.3921
Epoch 250/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.3837
Epoch 251/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.3753
Epoch 252/1000
4/4 [==============================] - 0s 667us/step - loss: 2.3670
Epoch 253/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.3587
Epoch 254/1000
4/4 [==============================] - 0s 594us/step - loss: 2.3504
Epoch 255/1000
4/4 [==============================] - 0s 835us/step - loss: 2.3421
Epoch 256/1000
4/4 [==============================] - 0s 710us/step - loss: 2.3339
Epoch 257/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.3256
Epoch 258/1000
4/4 [==============================] - 0s 954us/step - loss: 2.3174
Epoch 259/1000
4/4 [==============================] - 0s 832us/step - loss: 2.3093
Epoch 260/1000
4/4 [==============================] - 0s 940us/step - loss: 2.3011
Epoch 261/1000
4/4 [==============================] - 0s 683us/step - loss: 2.2930
Epoch 262/1000
4/4 [==============================] - 0s 2ms/step - loss: 2.2849
Epoch 263/1000
4/4 [==============================] - 0s 698us/step - loss: 2.2768
Epoch 264/1000
4/4 [==============================] - 0s 737us/step - loss: 2.2687
Epoch 265/1000
4/4 [==============================] - 0s 663us/step - loss: 2.2607
Epoch 266/1000
4/4 [==============================] - 0s 500us/step - loss: 2.2527
Epoch 267/1000
4/4 [==============================] - 0s 665us/step - loss: 2.2447
Epoch 268/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.2367
Epoch 269/1000
4/4 [==============================] - 0s 959us/step - loss: 2.2288
Epoch 270/1000
4/4 [==============================] - 0s 905us/step - loss: 2.2208
Epoch 271/1000
4/4 [==============================] - 0s 936us/step - loss: 2.2129
Epoch 272/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.2051
Epoch 273/1000
4/4 [==============================] - 0s 863us/step - loss: 2.1972
Epoch 274/1000
4/4 [==============================] - 0s 703us/step - loss: 2.1894
Epoch 275/1000
4/4 [==============================] - 0s 749us/step - loss: 2.1816
Epoch 276/1000
4/4 [==============================] - 0s 771us/step - loss: 2.1738
Epoch 277/1000
4/4 [==============================] - 0s 639us/step - loss: 2.1660
Epoch 278/1000
4/4 [==============================] - 0s 748us/step - loss: 2.1583
Epoch 279/1000
4/4 [==============================] - 0s 747us/step - loss: 2.1506
Epoch 280/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.1429
Epoch 281/1000
4/4 [==============================] - 0s 886us/step - loss: 2.1352
Epoch 282/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.1276
Epoch 283/1000
4/4 [==============================] - 0s 925us/step - loss: 2.1199
Epoch 284/1000
4/4 [==============================] - 0s 867us/step - loss: 2.1123
Epoch 285/1000
4/4 [==============================] - 0s 781us/step - loss: 2.1048
Epoch 286/1000
4/4 [==============================] - 0s 635us/step - loss: 2.0972
Epoch 287/1000
4/4 [==============================] - 0s 732us/step - loss: 2.0897
Epoch 288/1000
4/4 [==============================] - 0s 716us/step - loss: 2.0822
Epoch 289/1000
4/4 [==============================] - 0s 605us/step - loss: 2.0747
Epoch 290/1000
4/4 [==============================] - 0s 846us/step - loss: 2.0672
Epoch 291/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.0598
Epoch 292/1000
4/4 [==============================] - 0s 842us/step - loss: 2.0523
Epoch 293/1000
4/4 [==============================] - 0s 722us/step - loss: 2.0449
Epoch 294/1000
4/4 [==============================] - 0s 717us/step - loss: 2.0376
Epoch 295/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.0302
Epoch 296/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.0229
Epoch 297/1000
4/4 [==============================] - 0s 834us/step - loss: 2.0156
Epoch 298/1000
4/4 [==============================] - 0s 1ms/step - loss: 2.0083
Epoch 299/1000
4/4 [==============================] - 0s 753us/step - loss: 2.0010
Epoch 300/1000
4/4 [==============================] - 0s 869us/step - loss: 1.9937
Epoch 301/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.9865
Epoch 302/1000
4/4 [==============================] - 0s 790us/step - loss: 1.9793
Epoch 303/1000
4/4 [==============================] - 0s 697us/step - loss: 1.9721
Epoch 304/1000
4/4 [==============================] - 0s 859us/step - loss: 1.9650
Epoch 305/1000
4/4 [==============================] - 0s 909us/step - loss: 1.9578
Epoch 306/1000
4/4 [==============================] - 0s 763us/step - loss: 1.9507
Epoch 307/1000
4/4 [==============================] - 0s 665us/step - loss: 1.9436
Epoch 308/1000
4/4 [==============================] - 0s 750us/step - loss: 1.9365
Epoch 309/1000
4/4 [==============================] - 0s 752us/step - loss: 1.9295
Epoch 310/1000
4/4 [==============================] - 0s 828us/step - loss: 1.9225
Epoch 311/1000
4/4 [==============================] - 0s 823us/step - loss: 1.9154
Epoch 312/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.9085
Epoch 313/1000
4/4 [==============================] - 0s 630us/step - loss: 1.9015
Epoch 314/1000
4/4 [==============================] - 0s 845us/step - loss: 1.8945
Epoch 315/1000
4/4 [==============================] - 0s 589us/step - loss: 1.8876
Epoch 316/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.8807
Epoch 317/1000
4/4 [==============================] - 0s 882us/step - loss: 1.8738
Epoch 318/1000
4/4 [==============================] - 0s 703us/step - loss: 1.8670
Epoch 319/1000
4/4 [==============================] - 0s 799us/step - loss: 1.8601
Epoch 320/1000
4/4 [==============================] - 0s 951us/step - loss: 1.8533
Epoch 321/1000
4/4 [==============================] - 0s 775us/step - loss: 1.8465
Epoch 322/1000
4/4 [==============================] - 0s 853us/step - loss: 1.8397
Epoch 323/1000
4/4 [==============================] - 0s 858us/step - loss: 1.8330
Epoch 324/1000
4/4 [==============================] - 0s 701us/step - loss: 1.8262
Epoch 325/1000
4/4 [==============================] - 0s 784us/step - loss: 1.8195
Epoch 326/1000
4/4 [==============================] - 0s 963us/step - loss: 1.8128
Epoch 327/1000
4/4 [==============================] - 0s 767us/step - loss: 1.8061
Epoch 328/1000
4/4 [==============================] - 0s 845us/step - loss: 1.7995
Epoch 329/1000
4/4 [==============================] - 0s 409us/step - loss: 1.7928
Epoch 330/1000
4/4 [==============================] - 0s 862us/step - loss: 1.7862
Epoch 331/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.7796
Epoch 332/1000
4/4 [==============================] - 0s 987us/step - loss: 1.7730
Epoch 333/1000
4/4 [==============================] - 0s 736us/step - loss: 1.7665
Epoch 334/1000
4/4 [==============================] - 0s 704us/step - loss: 1.7600
Epoch 335/1000
4/4 [==============================] - 0s 554us/step - loss: 1.7534
Epoch 336/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.7470
Epoch 337/1000
4/4 [==============================] - 0s 680us/step - loss: 1.7405
Epoch 338/1000
4/4 [==============================] - 0s 858us/step - loss: 1.7340
Epoch 339/1000
4/4 [==============================] - 0s 867us/step - loss: 1.7276
Epoch 340/1000
4/4 [==============================] - 0s 815us/step - loss: 1.7212
Epoch 341/1000
4/4 [==============================] - 0s 640us/step - loss: 1.7148
Epoch 342/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.7084
Epoch 343/1000
4/4 [==============================] - 0s 660us/step - loss: 1.7021
Epoch 344/1000
4/4 [==============================] - 0s 935us/step - loss: 1.6957
Epoch 345/1000
4/4 [==============================] - 0s 960us/step - loss: 1.6894
Epoch 346/1000
4/4 [==============================] - 0s 679us/step - loss: 1.6831
Epoch 347/1000
4/4 [==============================] - 0s 733us/step - loss: 1.6769
Epoch 348/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.6706
Epoch 349/1000
4/4 [==============================] - 0s 578us/step - loss: 1.6644
Epoch 350/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.6582
Epoch 351/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.6520
Epoch 352/1000
4/4 [==============================] - 0s 939us/step - loss: 1.6458
Epoch 353/1000
4/4 [==============================] - 0s 796us/step - loss: 1.6396
Epoch 354/1000
4/4 [==============================] - 0s 823us/step - loss: 1.6335
Epoch 355/1000
4/4 [==============================] - 0s 717us/step - loss: 1.6274
Epoch 356/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.6213
Epoch 357/1000
4/4 [==============================] - 0s 746us/step - loss: 1.6152
Epoch 358/1000
4/4 [==============================] - 0s 808us/step - loss: 1.6091
Epoch 359/1000
4/4 [==============================] - 0s 812us/step - loss: 1.6031
Epoch 360/1000
4/4 [==============================] - 0s 940us/step - loss: 1.5971
Epoch 361/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.5911
Epoch 362/1000
4/4 [==============================] - 0s 987us/step - loss: 1.5851
Epoch 363/1000
4/4 [==============================] - 0s 905us/step - loss: 1.5791
Epoch 364/1000
4/4 [==============================] - 0s 899us/step - loss: 1.5732
Epoch 365/1000
4/4 [==============================] - 0s 725us/step - loss: 1.5673
Epoch 366/1000
4/4 [==============================] - 0s 831us/step - loss: 1.5614
Epoch 367/1000
4/4 [==============================] - 0s 578us/step - loss: 1.5555
Epoch 368/1000
4/4 [==============================] - 0s 731us/step - loss: 1.5496
Epoch 369/1000
4/4 [==============================] - 0s 756us/step - loss: 1.5437
Epoch 370/1000
4/4 [==============================] - 0s 937us/step - loss: 1.5379
Epoch 371/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.5321
Epoch 372/1000
4/4 [==============================] - 0s 2ms/step - loss: 1.5263
Epoch 373/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.5205
Epoch 374/1000
4/4 [==============================] - 0s 814us/step - loss: 1.5148
Epoch 375/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.5090
Epoch 376/1000
4/4 [==============================] - 0s 709us/step - loss: 1.5033
Epoch 377/1000
4/4 [==============================] - 0s 681us/step - loss: 1.4976
Epoch 378/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.4919
Epoch 379/1000
4/4 [==============================] - 0s 870us/step - loss: 1.4863
Epoch 380/1000
4/4 [==============================] - 0s 723us/step - loss: 1.4806
Epoch 381/1000
4/4 [==============================] - 0s 769us/step - loss: 1.4750
Epoch 382/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.4694
Epoch 383/1000
4/4 [==============================] - 0s 970us/step - loss: 1.4638
Epoch 384/1000
4/4 [==============================] - 0s 698us/step - loss: 1.4582
Epoch 385/1000
4/4 [==============================] - 0s 919us/step - loss: 1.4527
Epoch 386/1000
4/4 [==============================] - 0s 844us/step - loss: 1.4471
Epoch 387/1000
4/4 [==============================] - 0s 687us/step - loss: 1.4416
Epoch 388/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.4361
Epoch 389/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.4306
Epoch 390/1000
4/4 [==============================] - 0s 761us/step - loss: 1.4252
Epoch 391/1000
4/4 [==============================] - 0s 784us/step - loss: 1.4197
Epoch 392/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.4143
Epoch 393/1000
4/4 [==============================] - 0s 684us/step - loss: 1.4089
Epoch 394/1000
4/4 [==============================] - 0s 793us/step - loss: 1.4035
Epoch 395/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.3981
Epoch 396/1000
4/4 [==============================] - 0s 792us/step - loss: 1.3927
Epoch 397/1000
4/4 [==============================] - 0s 677us/step - loss: 1.3874
Epoch 398/1000
4/4 [==============================] - 0s 654us/step - loss: 1.3821
Epoch 399/1000
4/4 [==============================] - 0s 840us/step - loss: 1.3768
Epoch 400/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.3715
Epoch 401/1000
4/4 [==============================] - 0s 871us/step - loss: 1.3662
Epoch 402/1000
4/4 [==============================] - 0s 798us/step - loss: 1.3610
Epoch 403/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.3557
Epoch 404/1000
4/4 [==============================] - 0s 2ms/step - loss: 1.3505
Epoch 405/1000
4/4 [==============================] - 0s 791us/step - loss: 1.3453
Epoch 406/1000
4/4 [==============================] - 0s 734us/step - loss: 1.3401
Epoch 407/1000
4/4 [==============================] - 0s 817us/step - loss: 1.3349
Epoch 408/1000
4/4 [==============================] - 0s 713us/step - loss: 1.3298
Epoch 409/1000
4/4 [==============================] - 0s 940us/step - loss: 1.3247
Epoch 410/1000
4/4 [==============================] - 0s 939us/step - loss: 1.3195
Epoch 411/1000
4/4 [==============================] - 0s 897us/step - loss: 1.3145
Epoch 412/1000
4/4 [==============================] - 0s 898us/step - loss: 1.3094
Epoch 413/1000
4/4 [==============================] - 0s 839us/step - loss: 1.3043
Epoch 414/1000
4/4 [==============================] - 0s 498us/step - loss: 1.2993
Epoch 415/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2942
Epoch 416/1000
4/4 [==============================] - 0s 895us/step - loss: 1.2892
Epoch 417/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2842
Epoch 418/1000
4/4 [==============================] - 0s 719us/step - loss: 1.2792
Epoch 419/1000
4/4 [==============================] - 0s 825us/step - loss: 1.2743
Epoch 420/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2693
Epoch 421/1000
4/4 [==============================] - 0s 552us/step - loss: 1.2644
Epoch 422/1000
4/4 [==============================] - 0s 735us/step - loss: 1.2595
Epoch 423/1000
4/4 [==============================] - 0s 902us/step - loss: 1.2546
Epoch 424/1000
4/4 [==============================] - 0s 831us/step - loss: 1.2497
Epoch 425/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2448
Epoch 426/1000
4/4 [==============================] - 0s 788us/step - loss: 1.2400
Epoch 427/1000
4/4 [==============================] - 0s 737us/step - loss: 1.2352
Epoch 428/1000
4/4 [==============================] - 0s 651us/step - loss: 1.2303
Epoch 429/1000
4/4 [==============================] - 0s 451us/step - loss: 1.2255
Epoch 430/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2208
Epoch 431/1000
4/4 [==============================] - 0s 883us/step - loss: 1.2160
Epoch 432/1000
4/4 [==============================] - 0s 799us/step - loss: 1.2112
Epoch 433/1000
4/4 [==============================] - 0s 989us/step - loss: 1.2065
Epoch 434/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.2018
Epoch 435/1000
4/4 [==============================] - 0s 771us/step - loss: 1.1971
Epoch 436/1000
4/4 [==============================] - 0s 862us/step - loss: 1.1924
Epoch 437/1000
4/4 [==============================] - 0s 953us/step - loss: 1.1877
Epoch 438/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.1831
Epoch 439/1000
4/4 [==============================] - 0s 777us/step - loss: 1.1784
Epoch 440/1000
4/4 [==============================] - 0s 793us/step - loss: 1.1738
Epoch 441/1000
4/4 [==============================] - 0s 590us/step - loss: 1.1692
Epoch 442/1000
4/4 [==============================] - 0s 701us/step - loss: 1.1646
Epoch 443/1000
4/4 [==============================] - 0s 609us/step - loss: 1.1601
Epoch 444/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.1555
Epoch 445/1000
4/4 [==============================] - 0s 770us/step - loss: 1.1510
Epoch 446/1000
4/4 [==============================] - 0s 789us/step - loss: 1.1464
Epoch 447/1000
4/4 [==============================] - 0s 675us/step - loss: 1.1419
Epoch 448/1000
4/4 [==============================] - 0s 945us/step - loss: 1.1374
Epoch 449/1000
4/4 [==============================] - 0s 863us/step - loss: 1.1329
Epoch 450/1000
4/4 [==============================] - 0s 732us/step - loss: 1.1285
Epoch 451/1000
4/4 [==============================] - 0s 825us/step - loss: 1.1240
Epoch 452/1000
4/4 [==============================] - 0s 971us/step - loss: 1.1196
Epoch 453/1000
4/4 [==============================] - 0s 873us/step - loss: 1.1152
Epoch 454/1000
4/4 [==============================] - 0s 859us/step - loss: 1.1108
Epoch 455/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.1064
Epoch 456/1000
4/4 [==============================] - 0s 796us/step - loss: 1.1020
Epoch 457/1000
4/4 [==============================] - 0s 577us/step - loss: 1.0976
Epoch 458/1000
4/4 [==============================] - 0s 534us/step - loss: 1.0933
Epoch 459/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.0890
Epoch 460/1000
4/4 [==============================] - 0s 623us/step - loss: 1.0847
Epoch 461/1000
4/4 [==============================] - 0s 721us/step - loss: 1.0804
Epoch 462/1000
4/4 [==============================] - 0s 743us/step - loss: 1.0761
Epoch 463/1000
4/4 [==============================] - 0s 960us/step - loss: 1.0718
Epoch 464/1000
4/4 [==============================] - 0s 1ms/step - loss: 1.0676
Epoch 465/1000
4/4 [==============================] - 0s 678us/step - loss: 1.0633
Epoch 466/1000
4/4 [==============================] - 0s 735us/step - loss: 1.0591
Epoch 467/1000
4/4 [==============================] - 0s 796us/step - loss: 1.0549
Epoch 468/1000
4/4 [==============================] - 0s 758us/step - loss: 1.0507
Epoch 469/1000
4/4 [==============================] - 0s 728us/step - loss: 1.0465
Epoch 470/1000
4/4 [==============================] - 0s 570us/step - loss: 1.0424
Epoch 471/1000
4/4 [==============================] - 0s 965us/step - loss: 1.0382
Epoch 472/1000
4/4 [==============================] - 0s 813us/step - loss: 1.0341
Epoch 473/1000
4/4 [==============================] - 0s 768us/step - loss: 1.0300
Epoch 474/1000
4/4 [==============================] - 0s 734us/step - loss: 1.0259
Epoch 475/1000
4/4 [==============================] - 0s 801us/step - loss: 1.0218
Epoch 476/1000
4/4 [==============================] - 0s 795us/step - loss: 1.0177
Epoch 477/1000
4/4 [==============================] - 0s 702us/step - loss: 1.0136
Epoch 478/1000
4/4 [==============================] - 0s 801us/step - loss: 1.0096
Epoch 479/1000
4/4 [==============================] - 0s 574us/step - loss: 1.0056
Epoch 480/1000
4/4 [==============================] - 0s 767us/step - loss: 1.0015
Epoch 481/1000
4/4 [==============================] - 0s 810us/step - loss: 0.9975
Epoch 482/1000
4/4 [==============================] - 0s 921us/step - loss: 0.9935
Epoch 483/1000
4/4 [==============================] - 0s 692us/step - loss: 0.9896
Epoch 484/1000
4/4 [==============================] - 0s 658us/step - loss: 0.9856
Epoch 485/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.9817
Epoch 486/1000
4/4 [==============================] - 0s 982us/step - loss: 0.9777
Epoch 487/1000
4/4 [==============================] - 0s 707us/step - loss: 0.9738
Epoch 488/1000
4/4 [==============================] - 0s 748us/step - loss: 0.9699
Epoch 489/1000
4/4 [==============================] - 0s 686us/step - loss: 0.9660
Epoch 490/1000
4/4 [==============================] - 0s 856us/step - loss: 0.9621
Epoch 491/1000
4/4 [==============================] - 0s 979us/step - loss: 0.9583
Epoch 492/1000
4/4 [==============================] - 0s 690us/step - loss: 0.9544
Epoch 493/1000
4/4 [==============================] - 0s 804us/step - loss: 0.9506
Epoch 494/1000
4/4 [==============================] - 0s 676us/step - loss: 0.9468
Epoch 495/1000
4/4 [==============================] - 0s 776us/step - loss: 0.9430
Epoch 496/1000
4/4 [==============================] - 0s 706us/step - loss: 0.9392
Epoch 497/1000
4/4 [==============================] - 0s 711us/step - loss: 0.9354
Epoch 498/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.9316
Epoch 499/1000
4/4 [==============================] - 0s 856us/step - loss: 0.9279
Epoch 500/1000
4/4 [==============================] - 0s 867us/step - loss: 0.9241
Epoch 501/1000
4/4 [==============================] - 0s 640us/step - loss: 0.9204
Epoch 502/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.9167
Epoch 503/1000
4/4 [==============================] - 0s 821us/step - loss: 0.9130
Epoch 504/1000
4/4 [==============================] - 0s 634us/step - loss: 0.9093
Epoch 505/1000
4/4 [==============================] - 0s 800us/step - loss: 0.9057
Epoch 506/1000
4/4 [==============================] - 0s 967us/step - loss: 0.9020
Epoch 507/1000
4/4 [==============================] - 0s 800us/step - loss: 0.8984
Epoch 508/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8947
Epoch 509/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8911
Epoch 510/1000
4/4 [==============================] - 0s 793us/step - loss: 0.8875
Epoch 511/1000
4/4 [==============================] - 0s 723us/step - loss: 0.8839
Epoch 512/1000
4/4 [==============================] - 0s 781us/step - loss: 0.8803
Epoch 513/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8768
Epoch 514/1000
4/4 [==============================] - 0s 923us/step - loss: 0.8732
Epoch 515/1000
4/4 [==============================] - 0s 783us/step - loss: 0.8697
Epoch 516/1000
4/4 [==============================] - 0s 913us/step - loss: 0.8662
Epoch 517/1000
4/4 [==============================] - 0s 766us/step - loss: 0.8626
Epoch 518/1000
4/4 [==============================] - 0s 701us/step - loss: 0.8591
Epoch 519/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8557
Epoch 520/1000
4/4 [==============================] - 0s 963us/step - loss: 0.8522
Epoch 521/1000
4/4 [==============================] - 0s 730us/step - loss: 0.8487
Epoch 522/1000
4/4 [==============================] - 0s 938us/step - loss: 0.8453
Epoch 523/1000
4/4 [==============================] - 0s 665us/step - loss: 0.8418
Epoch 524/1000
4/4 [==============================] - 0s 521us/step - loss: 0.8384
Epoch 525/1000
4/4 [==============================] - 0s 756us/step - loss: 0.8350
Epoch 526/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8316
Epoch 527/1000
4/4 [==============================] - 0s 806us/step - loss: 0.8282
Epoch 528/1000
4/4 [==============================] - 0s 871us/step - loss: 0.8249
Epoch 529/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8215
Epoch 530/1000
4/4 [==============================] - 0s 2ms/step - loss: 0.8181
Epoch 531/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8148
Epoch 532/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8115
Epoch 533/1000
4/4 [==============================] - 0s 2ms/step - loss: 0.8082
Epoch 534/1000
4/4 [==============================] - 0s 953us/step - loss: 0.8049
Epoch 535/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.8016
Epoch 536/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.7983
Epoch 537/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.7951
Epoch 538/1000
4/4 [==============================] - 0s 883us/step - loss: 0.7918
Epoch 539/1000
4/4 [==============================] - 0s 1000us/step - loss: 0.7886
Epoch 540/1000
4/4 [==============================] - 0s 762us/step - loss: 0.7854
Epoch 541/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch 542/1000
4/4 [==============================] - 0s 942us/step - loss: 0.7790
Epoch 543/1000
4/4 [==============================] - 0s 712us/step - loss: 0.7758
Epoch 544/1000
4/4 [==============================] - 0s 579us/step - loss: 0.7726
Epoch 545/1000
4/4 [==============================] - 0s 790us/step - loss: 0.7694
Epoch 546/1000
4/4 [==============================] - 0s 886us/step - loss: 0.7663
Epoch 547/1000
4/4 [==============================] - 0s 771us/step - loss: 0.7631
Epoch 548/1000
4/4 [==============================] - 0s 633us/step - loss: 0.7600
Epoch 549/1000
4/4 [==============================] - 0s 531us/step - loss: 0.7569
Epoch 550/1000
4/4 [==============================] - 0s 628us/step - loss: 0.7538
Epoch 551/1000
4/4 [==============================] - 0s 506us/step - loss: 0.7507
Epoch 552/1000
4/4 [==============================] - 0s 665us/step - loss: 0.7476
Epoch 553/1000
4/4 [==============================] - 0s 940us/step - loss: 0.7446
Epoch 554/1000
4/4 [==============================] - 0s 836us/step - loss: 0.7415
Epoch 555/1000
4/4 [==============================] - 0s 624us/step - loss: 0.7385
Epoch 556/1000
4/4 [==============================] - 0s 826us/step - loss: 0.7354
Epoch 557/1000
4/4 [==============================] - 0s 768us/step - loss: 0.7324
Epoch 558/1000
4/4 [==============================] - 0s 848us/step - loss: 0.7294
Epoch 559/1000
4/4 [==============================] - 0s 804us/step - loss: 0.7264
Epoch 560/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.7234
Epoch 561/1000
4/4 [==============================] - 0s 889us/step - loss: 0.7204
Epoch 562/1000
4/4 [==============================] - 0s 873us/step - loss: 0.7175
Epoch 563/1000
4/4 [==============================] - 0s 643us/step - loss: 0.7145
Epoch 564/1000
4/4 [==============================] - 0s 798us/step - loss: 0.7116
Epoch 565/1000
4/4 [==============================] - 0s 458us/step - loss: 0.7087
Epoch 566/1000
4/4 [==============================] - 0s 499us/step - loss: 0.7057
Epoch 567/1000
4/4 [==============================] - 0s 577us/step - loss: 0.7028
Epoch 568/1000
4/4 [==============================] - 0s 990us/step - loss: 0.6999
Epoch 569/1000
4/4 [==============================] - 0s 873us/step - loss: 0.6971
Epoch 570/1000
4/4 [==============================] - 0s 733us/step - loss: 0.6942
Epoch 571/1000
4/4 [==============================] - 0s 687us/step - loss: 0.6913
Epoch 572/1000
4/4 [==============================] - 0s 611us/step - loss: 0.6885
Epoch 573/1000
4/4 [==============================] - 0s 832us/step - loss: 0.6856
Epoch 574/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.6828
Epoch 575/1000
4/4 [==============================] - 0s 849us/step - loss: 0.6800
Epoch 576/1000
4/4 [==============================] - 0s 769us/step - loss: 0.6772
Epoch 577/1000
4/4 [==============================] - 0s 751us/step - loss: 0.6744
Epoch 578/1000
4/4 [==============================] - 0s 768us/step - loss: 0.6716
Epoch 579/1000
4/4 [==============================] - 0s 879us/step - loss: 0.6688
Epoch 580/1000
4/4 [==============================] - 0s 614us/step - loss: 0.6661
Epoch 581/1000
4/4 [==============================] - 0s 978us/step - loss: 0.6633
Epoch 582/1000
4/4 [==============================] - 0s 739us/step - loss: 0.6606
Epoch 583/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.6578
Epoch 584/1000
4/4 [==============================] - 0s 806us/step - loss: 0.6551
Epoch 585/1000
4/4 [==============================] - 0s 723us/step - loss: 0.6524
Epoch 586/1000
4/4 [==============================] - 0s 816us/step - loss: 0.6497
Epoch 587/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.6470
Epoch 588/1000
4/4 [==============================] - 0s 892us/step - loss: 0.6443
Epoch 589/1000
4/4 [==============================] - 0s 828us/step - loss: 0.6417
Epoch 590/1000
4/4 [==============================] - 0s 954us/step - loss: 0.6390
Epoch 591/1000
4/4 [==============================] - 0s 614us/step - loss: 0.6364
Epoch 592/1000
4/4 [==============================] - 0s 596us/step - loss: 0.6337
Epoch 593/1000
4/4 [==============================] - 0s 731us/step - loss: 0.6311
Epoch 594/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.6285
Epoch 595/1000
4/4 [==============================] - 0s 903us/step - loss: 0.6259
Epoch 596/1000
4/4 [==============================] - 0s 796us/step - loss: 0.6233
Epoch 597/1000
4/4 [==============================] - 0s 757us/step - loss: 0.6207
Epoch 598/1000
4/4 [==============================] - 0s 797us/step - loss: 0.6181
Epoch 599/1000
4/4 [==============================] - 0s 763us/step - loss: 0.6156
Epoch 600/1000
4/4 [==============================] - 0s 713us/step - loss: 0.6130
Epoch 601/1000
4/4 [==============================] - 0s 810us/step - loss: 0.6105
Epoch 602/1000
4/4 [==============================] - 0s 2ms/step - loss: 0.6080
Epoch 603/1000
4/4 [==============================] - 0s 854us/step - loss: 0.6054
Epoch 604/1000
4/4 [==============================] - 0s 728us/step - loss: 0.6029
Epoch 605/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.6004
Epoch 606/1000
4/4 [==============================] - 0s 926us/step - loss: 0.5979
Epoch 607/1000
4/4 [==============================] - 0s 685us/step - loss: 0.5955
Epoch 608/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.5930
Epoch 609/1000
4/4 [==============================] - 0s 626us/step - loss: 0.5905
Epoch 610/1000
4/4 [==============================] - 0s 694us/step - loss: 0.5881
Epoch 611/1000
4/4 [==============================] - 0s 814us/step - loss: 0.5856
Epoch 612/1000
4/4 [==============================] - 0s 377us/step - loss: 0.5832
Epoch 613/1000
4/4 [==============================] - 0s 611us/step - loss: 0.5808
Epoch 614/1000
4/4 [==============================] - 0s 534us/step - loss: 0.5784
Epoch 615/1000
4/4 [==============================] - 0s 883us/step - loss: 0.5760
Epoch 616/1000
4/4 [==============================] - 0s 805us/step - loss: 0.5736
Epoch 617/1000
4/4 [==============================] - 0s 645us/step - loss: 0.5712
Epoch 618/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.5688
Epoch 619/1000
4/4 [==============================] - 0s 376us/step - loss: 0.5664
Epoch 620/1000
4/4 [==============================] - 0s 873us/step - loss: 0.5641
Epoch 621/1000
4/4 [==============================] - 0s 811us/step - loss: 0.5617
Epoch 622/1000
4/4 [==============================] - 0s 768us/step - loss: 0.5594
Epoch 623/1000
4/4 [==============================] - 0s 830us/step - loss: 0.5571
Epoch 624/1000
4/4 [==============================] - 0s 540us/step - loss: 0.5548
Epoch 625/1000
4/4 [==============================] - 0s 856us/step - loss: 0.5525
Epoch 626/1000
4/4 [==============================] - 0s 827us/step - loss: 0.5502
Epoch 627/1000
4/4 [==============================] - 0s 544us/step - loss: 0.5479
Epoch 628/1000
4/4 [==============================] - 0s 714us/step - loss: 0.5456
Epoch 629/1000
4/4 [==============================] - 0s 668us/step - loss: 0.5433
Epoch 630/1000
4/4 [==============================] - 0s 695us/step - loss: 0.5411
Epoch 631/1000
4/4 [==============================] - 0s 873us/step - loss: 0.5388
Epoch 632/1000
4/4 [==============================] - 0s 735us/step - loss: 0.5366
Epoch 633/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.5343
Epoch 634/1000
4/4 [==============================] - 0s 705us/step - loss: 0.5321
Epoch 635/1000
4/4 [==============================] - 0s 473us/step - loss: 0.5299
Epoch 636/1000
4/4 [==============================] - 0s 816us/step - loss: 0.5277
Epoch 637/1000
4/4 [==============================] - 0s 908us/step - loss: 0.5255
Epoch 638/1000
4/4 [==============================] - 0s 596us/step - loss: 0.5233
Epoch 639/1000
4/4 [==============================] - 0s 818us/step - loss: 0.5211
Epoch 640/1000
4/4 [==============================] - 0s 422us/step - loss: 0.5190
Epoch 641/1000
4/4 [==============================] - 0s 929us/step - loss: 0.5168
Epoch 642/1000
4/4 [==============================] - 0s 885us/step - loss: 0.5147
Epoch 643/1000
4/4 [==============================] - 0s 351us/step - loss: 0.5125
Epoch 644/1000
4/4 [==============================] - 0s 692us/step - loss: 0.5104
Epoch 645/1000
4/4 [==============================] - 0s 737us/step - loss: 0.5083
Epoch 646/1000
4/4 [==============================] - 0s 922us/step - loss: 0.5062
Epoch 647/1000
4/4 [==============================] - 0s 721us/step - loss: 0.5040
Epoch 648/1000
4/4 [==============================] - 0s 634us/step - loss: 0.5020
Epoch 649/1000
4/4 [==============================] - 0s 721us/step - loss: 0.4999
Epoch 650/1000
4/4 [==============================] - 0s 895us/step - loss: 0.4978
Epoch 651/1000
4/4 [==============================] - 0s 707us/step - loss: 0.4957
Epoch 652/1000
4/4 [==============================] - 0s 717us/step - loss: 0.4937
Epoch 653/1000
4/4 [==============================] - 0s 661us/step - loss: 0.4916
Epoch 654/1000
4/4 [==============================] - 0s 820us/step - loss: 0.4896
Epoch 655/1000
4/4 [==============================] - 0s 837us/step - loss: 0.4875
Epoch 656/1000
4/4 [==============================] - 0s 617us/step - loss: 0.4855
Epoch 657/1000
4/4 [==============================] - 0s 733us/step - loss: 0.4835
Epoch 658/1000
4/4 [==============================] - 0s 814us/step - loss: 0.4815
Epoch 659/1000
4/4 [==============================] - 0s 560us/step - loss: 0.4795
Epoch 660/1000
4/4 [==============================] - 0s 605us/step - loss: 0.4775
Epoch 661/1000
4/4 [==============================] - 0s 664us/step - loss: 0.4755
Epoch 662/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.4735
Epoch 663/1000
4/4 [==============================] - 0s 817us/step - loss: 0.4715
Epoch 664/1000
4/4 [==============================] - 0s 710us/step - loss: 0.4696
Epoch 665/1000
4/4 [==============================] - 0s 598us/step - loss: 0.4676
Epoch 666/1000
4/4 [==============================] - 0s 802us/step - loss: 0.4657
Epoch 667/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.4637
Epoch 668/1000
4/4 [==============================] - 0s 737us/step - loss: 0.4618
Epoch 669/1000
4/4 [==============================] - 0s 621us/step - loss: 0.4599
Epoch 670/1000
4/4 [==============================] - 0s 698us/step - loss: 0.4580
Epoch 671/1000
4/4 [==============================] - 0s 794us/step - loss: 0.4561
Epoch 672/1000
4/4 [==============================] - 0s 614us/step - loss: 0.4542
Epoch 673/1000
4/4 [==============================] - 0s 744us/step - loss: 0.4523
Epoch 674/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.4504
Epoch 675/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.4485
Epoch 676/1000
4/4 [==============================] - 0s 752us/step - loss: 0.4467
Epoch 677/1000
4/4 [==============================] - 0s 726us/step - loss: 0.4448
Epoch 678/1000
4/4 [==============================] - 0s 758us/step - loss: 0.4430
Epoch 679/1000
4/4 [==============================] - 0s 488us/step - loss: 0.4411
Epoch 680/1000
4/4 [==============================] - 0s 632us/step - loss: 0.4393
Epoch 681/1000
4/4 [==============================] - 0s 684us/step - loss: 0.4375
Epoch 682/1000
4/4 [==============================] - 0s 616us/step - loss: 0.4357
Epoch 683/1000
4/4 [==============================] - 0s 657us/step - loss: 0.4339
Epoch 684/1000
4/4 [==============================] - 0s 855us/step - loss: 0.4321
Epoch 685/1000
4/4 [==============================] - 0s 875us/step - loss: 0.4303
Epoch 686/1000
4/4 [==============================] - 0s 812us/step - loss: 0.4285
Epoch 687/1000
4/4 [==============================] - 0s 785us/step - loss: 0.4267
Epoch 688/1000
4/4 [==============================] - 0s 702us/step - loss: 0.4250
Epoch 689/1000
4/4 [==============================] - 0s 691us/step - loss: 0.4232
Epoch 690/1000
4/4 [==============================] - 0s 887us/step - loss: 0.4214
Epoch 691/1000
4/4 [==============================] - 0s 735us/step - loss: 0.4197
Epoch 692/1000
4/4 [==============================] - 0s 807us/step - loss: 0.4180
Epoch 693/1000
4/4 [==============================] - 0s 665us/step - loss: 0.4162
Epoch 694/1000
4/4 [==============================] - 0s 923us/step - loss: 0.4145
Epoch 695/1000
4/4 [==============================] - 0s 660us/step - loss: 0.4128
Epoch 696/1000
4/4 [==============================] - 0s 750us/step - loss: 0.4111
Epoch 697/1000
4/4 [==============================] - 0s 856us/step - loss: 0.4094
Epoch 698/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.4077
Epoch 699/1000
4/4 [==============================] - 0s 745us/step - loss: 0.4060
Epoch 700/1000
4/4 [==============================] - 0s 964us/step - loss: 0.4043
Epoch 701/1000
4/4 [==============================] - 0s 953us/step - loss: 0.4026
Epoch 702/1000
4/4 [==============================] - 0s 786us/step - loss: 0.4010
Epoch 703/1000
4/4 [==============================] - 0s 2ms/step - loss: 0.3993
Epoch 704/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3977
Epoch 705/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3960
Epoch 706/1000
4/4 [==============================] - 0s 720us/step - loss: 0.3944
Epoch 707/1000
4/4 [==============================] - 0s 662us/step - loss: 0.3928
Epoch 708/1000
4/4 [==============================] - 0s 872us/step - loss: 0.3912
Epoch 709/1000
4/4 [==============================] - 0s 621us/step - loss: 0.3895
Epoch 710/1000
4/4 [==============================] - 0s 733us/step - loss: 0.3879
Epoch 711/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3863
Epoch 712/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3847
Epoch 713/1000
4/4 [==============================] - 0s 709us/step - loss: 0.3832
Epoch 714/1000
4/4 [==============================] - 0s 742us/step - loss: 0.3816
Epoch 715/1000
4/4 [==============================] - 0s 713us/step - loss: 0.3800
Epoch 716/1000
4/4 [==============================] - 0s 617us/step - loss: 0.3784
Epoch 717/1000
4/4 [==============================] - 0s 778us/step - loss: 0.3769
Epoch 718/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3753
Epoch 719/1000
4/4 [==============================] - 0s 971us/step - loss: 0.3738
Epoch 720/1000
4/4 [==============================] - 0s 811us/step - loss: 0.3723
Epoch 721/1000
4/4 [==============================] - 0s 857us/step - loss: 0.3707
Epoch 722/1000
4/4 [==============================] - 0s 754us/step - loss: 0.3692
Epoch 723/1000
4/4 [==============================] - 0s 975us/step - loss: 0.3677
Epoch 724/1000
4/4 [==============================] - 0s 778us/step - loss: 0.3662
Epoch 725/1000
4/4 [==============================] - 0s 745us/step - loss: 0.3647
Epoch 726/1000
4/4 [==============================] - 0s 679us/step - loss: 0.3632
Epoch 727/1000
4/4 [==============================] - 0s 648us/step - loss: 0.3617
Epoch 728/1000
4/4 [==============================] - 0s 849us/step - loss: 0.3602
Epoch 729/1000
4/4 [==============================] - 0s 887us/step - loss: 0.3587
Epoch 730/1000
4/4 [==============================] - 0s 678us/step - loss: 0.3573
Epoch 731/1000
4/4 [==============================] - 0s 820us/step - loss: 0.3558
Epoch 732/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3544
Epoch 733/1000
4/4 [==============================] - 0s 972us/step - loss: 0.3529
Epoch 734/1000
4/4 [==============================] - 0s 680us/step - loss: 0.3515
Epoch 735/1000
4/4 [==============================] - 0s 870us/step - loss: 0.3500
Epoch 736/1000
4/4 [==============================] - 0s 844us/step - loss: 0.3486
Epoch 737/1000
4/4 [==============================] - 0s 826us/step - loss: 0.3472
Epoch 738/1000
4/4 [==============================] - 0s 866us/step - loss: 0.3458
Epoch 739/1000
4/4 [==============================] - 0s 745us/step - loss: 0.3443
Epoch 740/1000
4/4 [==============================] - 0s 709us/step - loss: 0.3429
Epoch 741/1000
4/4 [==============================] - 0s 666us/step - loss: 0.3415
Epoch 742/1000
4/4 [==============================] - 0s 680us/step - loss: 0.3402
Epoch 743/1000
4/4 [==============================] - 0s 820us/step - loss: 0.3388
Epoch 744/1000
4/4 [==============================] - 0s 704us/step - loss: 0.3374
Epoch 745/1000
4/4 [==============================] - 0s 655us/step - loss: 0.3360
Epoch 746/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3347
Epoch 747/1000
4/4 [==============================] - 0s 931us/step - loss: 0.3333
Epoch 748/1000
4/4 [==============================] - 0s 812us/step - loss: 0.3319
Epoch 749/1000
4/4 [==============================] - 0s 633us/step - loss: 0.3306
Epoch 750/1000
4/4 [==============================] - 0s 933us/step - loss: 0.3292
Epoch 751/1000
4/4 [==============================] - 0s 799us/step - loss: 0.3279
Epoch 752/1000
4/4 [==============================] - 0s 745us/step - loss: 0.3266
Epoch 753/1000
4/4 [==============================] - 0s 677us/step - loss: 0.3253
Epoch 754/1000
4/4 [==============================] - 0s 888us/step - loss: 0.3239
Epoch 755/1000
4/4 [==============================] - 0s 700us/step - loss: 0.3226
Epoch 756/1000
4/4 [==============================] - 0s 800us/step - loss: 0.3213
Epoch 757/1000
4/4 [==============================] - 0s 854us/step - loss: 0.3200
Epoch 758/1000
4/4 [==============================] - 0s 848us/step - loss: 0.3187
Epoch 759/1000
4/4 [==============================] - 0s 759us/step - loss: 0.3175
Epoch 760/1000
4/4 [==============================] - 0s 436us/step - loss: 0.3162
Epoch 761/1000
4/4 [==============================] - 0s 539us/step - loss: 0.3149
Epoch 762/1000
4/4 [==============================] - 0s 588us/step - loss: 0.3136
Epoch 763/1000
4/4 [==============================] - 0s 835us/step - loss: 0.3124
Epoch 764/1000
4/4 [==============================] - 0s 773us/step - loss: 0.3111
Epoch 765/1000
4/4 [==============================] - 0s 749us/step - loss: 0.3099
Epoch 766/1000
4/4 [==============================] - 0s 748us/step - loss: 0.3086
Epoch 767/1000
4/4 [==============================] - 0s 716us/step - loss: 0.3074
Epoch 768/1000
4/4 [==============================] - 0s 657us/step - loss: 0.3061
Epoch 769/1000
4/4 [==============================] - 0s 717us/step - loss: 0.3049
Epoch 770/1000
4/4 [==============================] - 0s 618us/step - loss: 0.3037
Epoch 771/1000
4/4 [==============================] - 0s 618us/step - loss: 0.3025
Epoch 772/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.3013
Epoch 773/1000
4/4 [==============================] - 0s 845us/step - loss: 0.3001
Epoch 774/1000
4/4 [==============================] - 0s 901us/step - loss: 0.2989
Epoch 775/1000
4/4 [==============================] - 0s 866us/step - loss: 0.2977
Epoch 776/1000
4/4 [==============================] - 0s 554us/step - loss: 0.2965
Epoch 777/1000
4/4 [==============================] - 0s 909us/step - loss: 0.2953
Epoch 778/1000
4/4 [==============================] - 0s 562us/step - loss: 0.2941
Epoch 779/1000
4/4 [==============================] - 0s 860us/step - loss: 0.2929
Epoch 780/1000
4/4 [==============================] - 0s 826us/step - loss: 0.2918
Epoch 781/1000
4/4 [==============================] - 0s 903us/step - loss: 0.2906
Epoch 782/1000
4/4 [==============================] - 0s 765us/step - loss: 0.2895
Epoch 783/1000
4/4 [==============================] - 0s 739us/step - loss: 0.2883
Epoch 784/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2872
Epoch 785/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2860
Epoch 786/1000
4/4 [==============================] - 0s 737us/step - loss: 0.2849
Epoch 787/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2838
Epoch 788/1000
4/4 [==============================] - 0s 875us/step - loss: 0.2826
Epoch 789/1000
4/4 [==============================] - 0s 855us/step - loss: 0.2815
Epoch 790/1000
4/4 [==============================] - 0s 809us/step - loss: 0.2804
Epoch 791/1000
4/4 [==============================] - 0s 800us/step - loss: 0.2793
Epoch 792/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2782
Epoch 793/1000
4/4 [==============================] - 0s 764us/step - loss: 0.2771
Epoch 794/1000
4/4 [==============================] - 0s 901us/step - loss: 0.2760
Epoch 795/1000
4/4 [==============================] - 0s 759us/step - loss: 0.2749
Epoch 796/1000
4/4 [==============================] - 0s 931us/step - loss: 0.2738
Epoch 797/1000
4/4 [==============================] - 0s 996us/step - loss: 0.2728
Epoch 798/1000
4/4 [==============================] - 0s 606us/step - loss: 0.2717
Epoch 799/1000
4/4 [==============================] - 0s 869us/step - loss: 0.2706
Epoch 800/1000
4/4 [==============================] - 0s 852us/step - loss: 0.2696
Epoch 801/1000
4/4 [==============================] - 0s 900us/step - loss: 0.2685
Epoch 802/1000
4/4 [==============================] - 0s 753us/step - loss: 0.2675
Epoch 803/1000
4/4 [==============================] - 0s 678us/step - loss: 0.2664
Epoch 804/1000
4/4 [==============================] - 0s 962us/step - loss: 0.2654
Epoch 805/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2643
Epoch 806/1000
4/4 [==============================] - 0s 684us/step - loss: 0.2633
Epoch 807/1000
4/4 [==============================] - 0s 812us/step - loss: 0.2623
Epoch 808/1000
4/4 [==============================] - 0s 838us/step - loss: 0.2613
Epoch 809/1000
4/4 [==============================] - 0s 792us/step - loss: 0.2602
Epoch 810/1000
4/4 [==============================] - 0s 760us/step - loss: 0.2592
Epoch 811/1000
4/4 [==============================] - 0s 709us/step - loss: 0.2582
Epoch 812/1000
4/4 [==============================] - 0s 799us/step - loss: 0.2572
Epoch 813/1000
4/4 [==============================] - 0s 662us/step - loss: 0.2562
Epoch 814/1000
4/4 [==============================] - 0s 766us/step - loss: 0.2552
Epoch 815/1000
4/4 [==============================] - 0s 735us/step - loss: 0.2542
Epoch 816/1000
4/4 [==============================] - 0s 760us/step - loss: 0.2533
Epoch 817/1000
4/4 [==============================] - 0s 730us/step - loss: 0.2523
Epoch 818/1000
4/4 [==============================] - 0s 939us/step - loss: 0.2513
Epoch 819/1000
4/4 [==============================] - 0s 639us/step - loss: 0.2503
Epoch 820/1000
4/4 [==============================] - 0s 984us/step - loss: 0.2494
Epoch 821/1000
4/4 [==============================] - 0s 661us/step - loss: 0.2484
Epoch 822/1000
4/4 [==============================] - 0s 929us/step - loss: 0.2475
Epoch 823/1000
4/4 [==============================] - 0s 706us/step - loss: 0.2465
Epoch 824/1000
4/4 [==============================] - 0s 855us/step - loss: 0.2456
Epoch 825/1000
4/4 [==============================] - 0s 648us/step - loss: 0.2446
Epoch 826/1000
4/4 [==============================] - 0s 979us/step - loss: 0.2437
Epoch 827/1000
4/4 [==============================] - 0s 905us/step - loss: 0.2428
Epoch 828/1000
4/4 [==============================] - 0s 710us/step - loss: 0.2418
Epoch 829/1000
4/4 [==============================] - 0s 755us/step - loss: 0.2409
Epoch 830/1000
4/4 [==============================] - 0s 725us/step - loss: 0.2400
Epoch 831/1000
4/4 [==============================] - 0s 735us/step - loss: 0.2391
Epoch 832/1000
4/4 [==============================] - 0s 898us/step - loss: 0.2382
Epoch 833/1000
4/4 [==============================] - 0s 798us/step - loss: 0.2373
Epoch 834/1000
4/4 [==============================] - 0s 869us/step - loss: 0.2364
Epoch 835/1000
4/4 [==============================] - 0s 737us/step - loss: 0.2355
Epoch 836/1000
4/4 [==============================] - 0s 788us/step - loss: 0.2346
Epoch 837/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2337
Epoch 838/1000
4/4 [==============================] - 0s 785us/step - loss: 0.2328
Epoch 839/1000
4/4 [==============================] - 0s 768us/step - loss: 0.2319
Epoch 840/1000
4/4 [==============================] - 0s 797us/step - loss: 0.2311
Epoch 841/1000
4/4 [==============================] - 0s 926us/step - loss: 0.2302
Epoch 842/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2293
Epoch 843/1000
4/4 [==============================] - 0s 764us/step - loss: 0.2285
Epoch 844/1000
4/4 [==============================] - 0s 620us/step - loss: 0.2276
Epoch 845/1000
4/4 [==============================] - 0s 778us/step - loss: 0.2268
Epoch 846/1000
4/4 [==============================] - 0s 645us/step - loss: 0.2259
Epoch 847/1000
4/4 [==============================] - 0s 812us/step - loss: 0.2251
Epoch 848/1000
4/4 [==============================] - 0s 659us/step - loss: 0.2242
Epoch 849/1000
4/4 [==============================] - 0s 878us/step - loss: 0.2234
Epoch 850/1000
4/4 [==============================] - 0s 912us/step - loss: 0.2226
Epoch 851/1000
4/4 [==============================] - 0s 778us/step - loss: 0.2217
Epoch 852/1000
4/4 [==============================] - 0s 808us/step - loss: 0.2209
Epoch 853/1000
4/4 [==============================] - 0s 541us/step - loss: 0.2201
Epoch 854/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2193
Epoch 855/1000
4/4 [==============================] - 0s 684us/step - loss: 0.2185
Epoch 856/1000
4/4 [==============================] - 0s 737us/step - loss: 0.2177
Epoch 857/1000
4/4 [==============================] - 0s 2ms/step - loss: 0.2169
Epoch 858/1000
4/4 [==============================] - 0s 804us/step - loss: 0.2161
Epoch 859/1000
4/4 [==============================] - 0s 971us/step - loss: 0.2153
Epoch 860/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2145
Epoch 861/1000
4/4 [==============================] - 0s 899us/step - loss: 0.2137
Epoch 862/1000
4/4 [==============================] - 0s 964us/step - loss: 0.2129
Epoch 863/1000
4/4 [==============================] - 0s 861us/step - loss: 0.2121
Epoch 864/1000
4/4 [==============================] - 0s 566us/step - loss: 0.2114
Epoch 865/1000
4/4 [==============================] - 0s 959us/step - loss: 0.2106
Epoch 866/1000
4/4 [==============================] - 0s 624us/step - loss: 0.2098
Epoch 867/1000
4/4 [==============================] - 0s 631us/step - loss: 0.2091
Epoch 868/1000
4/4 [==============================] - 0s 650us/step - loss: 0.2083
Epoch 869/1000
4/4 [==============================] - 0s 629us/step - loss: 0.2075
Epoch 870/1000
4/4 [==============================] - 0s 561us/step - loss: 0.2068
Epoch 871/1000
4/4 [==============================] - 0s 892us/step - loss: 0.2060
Epoch 872/1000
4/4 [==============================] - 0s 856us/step - loss: 0.2053
Epoch 873/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2046
Epoch 874/1000
4/4 [==============================] - 0s 781us/step - loss: 0.2038
Epoch 875/1000
4/4 [==============================] - 0s 654us/step - loss: 0.2031
Epoch 876/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.2024
Epoch 877/1000
4/4 [==============================] - 0s 942us/step - loss: 0.2016
Epoch 878/1000
4/4 [==============================] - 0s 712us/step - loss: 0.2009
Epoch 879/1000
4/4 [==============================] - 0s 834us/step - loss: 0.2002
Epoch 880/1000
4/4 [==============================] - 0s 812us/step - loss: 0.1995
Epoch 881/1000
4/4 [==============================] - 0s 784us/step - loss: 0.1988
Epoch 882/1000
4/4 [==============================] - 0s 721us/step - loss: 0.1981
Epoch 883/1000
4/4 [==============================] - 0s 849us/step - loss: 0.1974
Epoch 884/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1967
Epoch 885/1000
4/4 [==============================] - 0s 740us/step - loss: 0.1960
Epoch 886/1000
4/4 [==============================] - 0s 593us/step - loss: 0.1953
Epoch 887/1000
4/4 [==============================] - 0s 735us/step - loss: 0.1946
Epoch 888/1000
4/4 [==============================] - 0s 802us/step - loss: 0.1939
Epoch 889/1000
4/4 [==============================] - 0s 817us/step - loss: 0.1932
Epoch 890/1000
4/4 [==============================] - 0s 848us/step - loss: 0.1925
Epoch 891/1000
4/4 [==============================] - 0s 822us/step - loss: 0.1919
Epoch 892/1000
4/4 [==============================] - 0s 973us/step - loss: 0.1912
Epoch 893/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1905
Epoch 894/1000
4/4 [==============================] - 0s 691us/step - loss: 0.1899
Epoch 895/1000
4/4 [==============================] - 0s 633us/step - loss: 0.1892
Epoch 896/1000
4/4 [==============================] - 0s 678us/step - loss: 0.1885
Epoch 897/1000
4/4 [==============================] - 0s 700us/step - loss: 0.1879
Epoch 898/1000
4/4 [==============================] - 0s 723us/step - loss: 0.1872
Epoch 899/1000
4/4 [==============================] - 0s 769us/step - loss: 0.1866
Epoch 900/1000
4/4 [==============================] - 0s 739us/step - loss: 0.1859
Epoch 901/1000
4/4 [==============================] - 0s 923us/step - loss: 0.1853
Epoch 902/1000
4/4 [==============================] - 0s 478us/step - loss: 0.1847
Epoch 903/1000
4/4 [==============================] - 0s 561us/step - loss: 0.1840
Epoch 904/1000
4/4 [==============================] - 0s 610us/step - loss: 0.1834
Epoch 905/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1828
Epoch 906/1000
4/4 [==============================] - 0s 916us/step - loss: 0.1821
Epoch 907/1000
4/4 [==============================] - 0s 854us/step - loss: 0.1815
Epoch 908/1000
4/4 [==============================] - 0s 529us/step - loss: 0.1809
Epoch 909/1000
4/4 [==============================] - 0s 868us/step - loss: 0.1803
Epoch 910/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1797
Epoch 911/1000
4/4 [==============================] - 0s 974us/step - loss: 0.1791
Epoch 912/1000
4/4 [==============================] - 0s 731us/step - loss: 0.1785
Epoch 913/1000
4/4 [==============================] - 0s 637us/step - loss: 0.1778
Epoch 914/1000
4/4 [==============================] - 0s 762us/step - loss: 0.1772
Epoch 915/1000
4/4 [==============================] - 0s 690us/step - loss: 0.1767
Epoch 916/1000
4/4 [==============================] - 0s 856us/step - loss: 0.1761
Epoch 917/1000
4/4 [==============================] - 0s 742us/step - loss: 0.1755
Epoch 918/1000
4/4 [==============================] - 0s 732us/step - loss: 0.1749
Epoch 919/1000
4/4 [==============================] - 0s 600us/step - loss: 0.1743
Epoch 920/1000
4/4 [==============================] - 0s 696us/step - loss: 0.1737
Epoch 921/1000
4/4 [==============================] - 0s 884us/step - loss: 0.1731
Epoch 922/1000
4/4 [==============================] - 0s 561us/step - loss: 0.1726
Epoch 923/1000
4/4 [==============================] - 0s 849us/step - loss: 0.1720
Epoch 924/1000
4/4 [==============================] - 0s 422us/step - loss: 0.1714
Epoch 925/1000
4/4 [==============================] - 0s 564us/step - loss: 0.1709
Epoch 926/1000
4/4 [==============================] - 0s 559us/step - loss: 0.1703
Epoch 927/1000
4/4 [==============================] - 0s 537us/step - loss: 0.1697
Epoch 928/1000
4/4 [==============================] - 0s 578us/step - loss: 0.1692
Epoch 929/1000
4/4 [==============================] - 0s 909us/step - loss: 0.1686
Epoch 930/1000
4/4 [==============================] - 0s 851us/step - loss: 0.1681
Epoch 931/1000
4/4 [==============================] - 0s 584us/step - loss: 0.1675
Epoch 932/1000
4/4 [==============================] - 0s 491us/step - loss: 0.1670
Epoch 933/1000
4/4 [==============================] - 0s 645us/step - loss: 0.1664
Epoch 934/1000
4/4 [==============================] - 0s 688us/step - loss: 0.1659
Epoch 935/1000
4/4 [==============================] - 0s 821us/step - loss: 0.1654
Epoch 936/1000
4/4 [==============================] - 0s 720us/step - loss: 0.1648
Epoch 937/1000
4/4 [==============================] - 0s 749us/step - loss: 0.1643
Epoch 938/1000
4/4 [==============================] - 0s 729us/step - loss: 0.1638
Epoch 939/1000
4/4 [==============================] - 0s 659us/step - loss: 0.1632
Epoch 940/1000
4/4 [==============================] - 0s 882us/step - loss: 0.1627
Epoch 941/1000
4/4 [==============================] - 0s 630us/step - loss: 0.1622
Epoch 942/1000
4/4 [==============================] - 0s 617us/step - loss: 0.1617
Epoch 943/1000
4/4 [==============================] - 0s 749us/step - loss: 0.1612
Epoch 944/1000
4/4 [==============================] - 0s 659us/step - loss: 0.1607
Epoch 945/1000
4/4 [==============================] - 0s 661us/step - loss: 0.1602
Epoch 946/1000
4/4 [==============================] - 0s 732us/step - loss: 0.1596
Epoch 947/1000
4/4 [==============================] - 0s 769us/step - loss: 0.1591
Epoch 948/1000
4/4 [==============================] - 0s 977us/step - loss: 0.1586
Epoch 949/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1581
Epoch 950/1000
4/4 [==============================] - 0s 454us/step - loss: 0.1576
Epoch 951/1000
4/4 [==============================] - 0s 569us/step - loss: 0.1572
Epoch 952/1000
4/4 [==============================] - 0s 658us/step - loss: 0.1567
Epoch 953/1000
4/4 [==============================] - 0s 621us/step - loss: 0.1562
Epoch 954/1000
4/4 [==============================] - 0s 522us/step - loss: 0.1557
Epoch 955/1000
4/4 [==============================] - 0s 856us/step - loss: 0.1552
Epoch 956/1000
4/4 [==============================] - 0s 773us/step - loss: 0.1547
Epoch 957/1000
4/4 [==============================] - 0s 472us/step - loss: 0.1543
Epoch 958/1000
4/4 [==============================] - 0s 727us/step - loss: 0.1538
Epoch 959/1000
4/4 [==============================] - 0s 714us/step - loss: 0.1533
Epoch 960/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1528
Epoch 961/1000
4/4 [==============================] - 0s 808us/step - loss: 0.1524
Epoch 962/1000
4/4 [==============================] - 0s 728us/step - loss: 0.1519
Epoch 963/1000
4/4 [==============================] - 0s 527us/step - loss: 0.1514
Epoch 964/1000
4/4 [==============================] - 0s 701us/step - loss: 0.1510
Epoch 965/1000
4/4 [==============================] - 0s 880us/step - loss: 0.1505
Epoch 966/1000
4/4 [==============================] - 0s 424us/step - loss: 0.1501
Epoch 967/1000
4/4 [==============================] - 0s 691us/step - loss: 0.1496
Epoch 968/1000
4/4 [==============================] - 0s 759us/step - loss: 0.1492
Epoch 969/1000
4/4 [==============================] - 0s 627us/step - loss: 0.1487
Epoch 970/1000
4/4 [==============================] - 0s 707us/step - loss: 0.1483
Epoch 971/1000
4/4 [==============================] - 0s 729us/step - loss: 0.1478
Epoch 972/1000
4/4 [==============================] - 0s 822us/step - loss: 0.1474
Epoch 973/1000
4/4 [==============================] - 0s 678us/step - loss: 0.1470
Epoch 974/1000
4/4 [==============================] - 0s 618us/step - loss: 0.1465
Epoch 975/1000
4/4 [==============================] - 0s 757us/step - loss: 0.1461
Epoch 976/1000
4/4 [==============================] - 0s 399us/step - loss: 0.1457
Epoch 977/1000
4/4 [==============================] - 0s 886us/step - loss: 0.1452
Epoch 978/1000
4/4 [==============================] - 0s 601us/step - loss: 0.1448
Epoch 979/1000
4/4 [==============================] - 0s 657us/step - loss: 0.1444
Epoch 980/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1440
Epoch 981/1000
4/4 [==============================] - 0s 617us/step - loss: 0.1435
Epoch 982/1000
4/4 [==============================] - 0s 648us/step - loss: 0.1431
Epoch 983/1000
4/4 [==============================] - 0s 573us/step - loss: 0.1427
Epoch 984/1000
4/4 [==============================] - 0s 479us/step - loss: 0.1423
Epoch 985/1000
4/4 [==============================] - 0s 552us/step - loss: 0.1419
Epoch 986/1000
4/4 [==============================] - 0s 758us/step - loss: 0.1415
Epoch 987/1000
4/4 [==============================] - 0s 322us/step - loss: 0.1411
Epoch 988/1000
4/4 [==============================] - 0s 703us/step - loss: 0.1407
Epoch 989/1000
4/4 [==============================] - 0s 667us/step - loss: 0.1403
Epoch 990/1000
4/4 [==============================] - 0s 483us/step - loss: 0.1399
Epoch 991/1000
4/4 [==============================] - 0s 829us/step - loss: 0.1395
Epoch 992/1000
4/4 [==============================] - 0s 751us/step - loss: 0.1391
Epoch 993/1000
4/4 [==============================] - 0s 527us/step - loss: 0.1387
Epoch 994/1000
4/4 [==============================] - 0s 832us/step - loss: 0.1383
Epoch 995/1000
4/4 [==============================] - 0s 828us/step - loss: 0.1379
Epoch 996/1000
4/4 [==============================] - 0s 732us/step - loss: 0.1375
Epoch 997/1000
4/4 [==============================] - 0s 795us/step - loss: 0.1371
Epoch 998/1000
4/4 [==============================] - 0s 900us/step - loss: 0.1368
Epoch 999/1000
4/4 [==============================] - 0s 1ms/step - loss: 0.1364
Epoch 1000/1000
4/4 [==============================] - 0s 757us/step - loss: 0.1360










    
Out[10]:








<keras.callbacks.History at 0x11baa52e8>

















In [11]:



    


y_predict = model.predict(np.array([1,2,3,4]))



    











In [12]:



    


print(y_predict)



    


















    






[[ 2.3216579 ]
 [ 4.01589918]
 [ 5.71014023]
 [ 7.40438128]]

















In [ ]:

Content source: JaeGyu/PythonEx_1

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