Лог

Epoch 1/50

9375/9375 [==============================] - 1943s - loss: 0.1621 - acc: 0.9685 - val_loss: 0.1813 - val_acc: 0.9528

Epoch 2/50

9375/9375 [==============================] - 1877s - loss: 0.0935 - acc: 0.9812 - val_loss: 0.1126 - val_acc: 0.9751

Epoch 3/50

9375/9375 [==============================] - 1868s - loss: 0.0788 - acc: 0.9844 - val_loss: 0.1672 - val_acc: 0.9499

Epoch 4/50

9375/9375 [==============================] - 1867s - loss: 0.0716 - acc: 0.9859 - val_loss: 0.0676 - val_acc: 0.9867

Epoch 5/50

9375/9375 [==============================] - 1846s - loss: 0.0649 - acc: 0.9871 - val_loss: 0.0952 - val_acc: 0.9742

Epoch 6/50

9375/9375 [==============================] - 1850s - loss: 0.0601 - acc: 0.9877 - val_loss: 0.0826 - val_acc: 0.9786

Epoch 7/50

9375/9375 [==============================] - 1841s - loss: 0.0585 - acc: 0.9883 - val_loss: 0.1271 - val_acc: 0.9609

Epoch 8/50

9375/9375 [==============================] - 1838s - loss: 0.0553 - acc: 0.9888 - val_loss: 0.1003 - val_acc: 0.9723

Epoch 9/50

9375/9375 [==============================] - 1842s - loss: 0.0541 - acc: 0.9890 - val_loss: 0.0836 - val_acc: 0.9767

Epoch 10/50

9375/9375 [==============================] - 1841s - loss: 0.0531 - acc: 0.9892 - val_loss: 0.2739 - val_acc: 0.9123

Epoch 11/50

9375/9375 [==============================] - 1837s - loss: 0.0521 - acc: 0.9893 - val_loss: 0.0469 - val_acc: 0.9909

Epoch 12/50

9375/9375 [==============================] - 1846s - loss: 0.0513 - acc: 0.9900 - val_loss: 0.1042 - val_acc: 0.9679

Epoch 13/50

9375/9375 [==============================] - 1891s - loss: 0.0512 - acc: 0.9897 - val_loss: 0.2233 - val_acc: 0.9362

Epoch 14/50

9375/9375 [==============================] - 1896s - loss: 0.0499 - acc: 0.9901 - val_loss: 0.0714 - val_acc: 0.9824

Epoch 15/50

9375/9375 [==============================] - 1885s - loss: 0.0516 - acc: 0.9897 - val_loss: 0.1156 - val_acc: 0.9623

Epoch 16/50

9375/9375 [==============================] - 1897s - loss: 0.0492 - acc: 0.9902 - val_loss: 0.0512 - val_acc: 0.9897

Epoch 17/50

9375/9375 [==============================] - 1883s - loss: 0.0494 - acc: 0.9901 - val_loss: 0.0684 - val_acc: 0.9848

Epoch 18/50

9375/9375 [==============================] - 1885s - loss: 0.0485 - acc: 0.9903 - val_loss: 0.0641 - val_acc: 0.9842

Epoch 19/50

9375/9375 [==============================] - 1880s - loss: 0.0481 - acc: 0.9904 - val_loss: 0.0530 - val_acc: 0.9882

Epoch 20/50

9375/9375 [==============================] - 1892s - loss: 0.0478 - acc: 0.9905 - val_loss: 0.1866 - val_acc: 0.9421

Epoch 21/50

9375/9375 [==============================] - 1886s - loss: 0.0484 - acc: 0.9904 - val_loss: 0.1222 - val_acc: 0.9619

Epoch 22/50

9375/9375 [==============================] - 1893s - loss: 0.0476 - acc: 0.9906 - val_loss: 0.1074 - val_acc: 0.9700

Epoch 23/50

9375/9375 [==============================] - 1884s - loss: 0.0472 - acc: 0.9906 - val_loss: 0.0603 - val_acc: 0.9867

Epoch 24/50

9375/9375 [==============================] - 1890s - loss: 0.0471 - acc: 0.9907 - val_loss: 0.0627 - val_acc: 0.9867

Epoch 25/50

9375/9375 [==============================] - 1894s - loss: 0.0472 - acc: 0.9907 - val_loss: 0.9481 - val_acc: 0.7346

Epoch 26/50

9375/9375 [==============================] - 1893s - loss: 0.0470 - acc: 0.9906 - val_loss: 0.0960 - val_acc: 0.9716

Epoch 27/50

9375/9375 [==============================] - 1883s - loss: 0.0465 - acc: 0.9908 - val_loss: 0.0739 - val_acc: 0.9796

Epoch 28/50

9375/9375 [==============================] - 1884s - loss: 0.0467 - acc: 0.9906 - val_loss: 0.0563 - val_acc: 0.9876

Epoch 29/50

9375/9375 [==============================] - 1880s - loss: 0.0465 - acc: 0.9907 - val_loss: 0.0599 - val_acc: 0.9878

Epoch 30/50

9375/9375 [==============================] - 1881s - loss: 0.0456 - acc: 0.9911 - val_loss: 0.0944 - val_acc: 0.9742

Epoch 31/50

9375/9375 [==============================] - 1879s - loss: 0.0465 - acc: 0.9908 - val_loss: 0.0653 - val_acc: 0.9846

Epoch 32/50

9375/9375 [==============================] - 1887s - loss: 0.0455 - acc: 0.9910 - val_loss: 0.0720 - val_acc: 0.9820

Epoch 33/50

9375/9375 [==============================] - 1879s - loss: 0.0454 - acc: 0.9911 - val_loss: 0.0450 - val_acc: 0.9909

Epoch 34/50

9375/9375 [==============================] - 1891s - loss: 0.0456 - acc: 0.9909 - val_loss: 0.1049 - val_acc: 0.9674

Epoch 35/50

9375/9375 [==============================] - 1910s - loss: 0.0457 - acc: 0.9911 - val_loss: 0.0596 - val_acc: 0.9866

Epoch 36/50

9375/9375 [==============================] - 2001s - loss: 0.0451 - acc: 0.9910 - val_loss: 0.0508 - val_acc: 0.9883

Epoch 37/50

9375/9375 [==============================] - 1893s - loss: 0.0457 - acc: 0.9910 - val_loss: 0.0642 - val_acc: 0.9837

Epoch 38/50

9375/9375 [==============================] - 1907s - loss: 0.0449 - acc: 0.9913 - val_loss: 0.0692 - val_acc: 0.9828

Epoch 39/50

9375/9375 [==============================] - 1901s - loss: 0.0454 - acc: 0.9911 - val_loss: 0.0455 - val_acc: 0.9907

Epoch 40/50

9375/9375 [==============================] - 1887s - loss: 0.0457 - acc: 0.9910 - val_loss: 0.2869 - val_acc: 0.9109

Epoch 41/50

9375/9375 [==============================] - 1871s - loss: 0.0451 - acc: 0.9910 - val_loss: 0.0571 - val_acc: 0.9877

Epoch 42/50

9375/9375 [==============================] - 1842s - loss: 0.0442 - acc: 0.9914 - val_loss: 0.0529 - val_acc: 0.9883

Epoch 43/50

9375/9375 [==============================] - 1918s - loss: 0.0450 - acc: 0.9910 - val_loss: 0.2238 - val_acc: 0.9334

Epoch 44/50

9375/9375 [==============================] - 1875s - loss: 0.0447 - acc: 0.9912 - val_loss: 0.0547 - val_acc: 0.9871

Epoch 45/50

9375/9375 [==============================] - 1875s - loss: 0.0448 - acc: 0.9911 - val_loss: 0.0558 - val_acc: 0.9876

Epoch 46/50

9375/9375 [==============================] - 1869s - loss: 0.0442 - acc: 0.9911 - val_loss: 0.0850 - val_acc: 0.9755

Epoch 47/50

9375/9375 [==============================] - 1864s - loss: 0.0445 - acc: 0.9914 - val_loss: 0.0542 - val_acc: 0.9887

Epoch 48/50

9375/9375 [==============================] - 1919s - loss: 0.0442 - acc: 0.9912 - val_loss: 0.0567 - val_acc: 0.9868

Epoch 49/50

9375/9375 [==============================] - 1937s - loss: 0.0440 - acc: 0.9913 - val_loss: 0.0530 - val_acc: 0.9897

Epoch 50/50

9375/9375 [==============================] - 1915s - loss: 0.0434 - acc: 0.9915 - val_loss: 0.0465 - val_acc: 0.9900