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training_logs.txt
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training_logs.txt
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Compiling Model
Training Network
Epoch 1/30
612/612 [==============================] - 33s 54ms/step - loss: 1.9736 - acc: 0.4628 - val_loss: 0.9679 - val_acc: 0.6997
Epoch 2/30
612/612 [==============================] - 15s 25ms/step - loss: 0.7991 - acc: 0.7516 - val_loss: 0.7574 - val_acc: 0.7532
Epoch 3/30
612/612 [==============================] - 15s 24ms/step - loss: 0.5078 - acc: 0.8417 - val_loss: 0.4111 - val_acc: 0.8713
Epoch 4/30
612/612 [==============================] - 15s 25ms/step - loss: 0.3876 - acc: 0.8777 - val_loss: 0.2730 - val_acc: 0.9169
Epoch 5/30
612/612 [==============================] - 15s 25ms/step - loss: 0.2950 - acc: 0.9057 - val_loss: 0.2828 - val_acc: 0.9135
Epoch 6/30
612/612 [==============================] - 15s 24ms/step - loss: 0.2579 - acc: 0.9182 - val_loss: 0.2803 - val_acc: 0.9131
Epoch 7/30
612/612 [==============================] - 16s 26ms/step - loss: 0.2190 - acc: 0.9307 - val_loss: 0.2934 - val_acc: 0.9131
Epoch 8/30
612/612 [==============================] - 15s 25ms/step - loss: 0.1935 - acc: 0.9391 - val_loss: 0.2062 - val_acc: 0.9345
Epoch 9/30
612/612 [==============================] - 15s 25ms/step - loss: 0.1696 - acc: 0.9474 - val_loss: 0.1928 - val_acc: 0.9398
Epoch 10/30
612/612 [==============================] - 16s 26ms/step - loss: 0.1572 - acc: 0.9495 - val_loss: 0.2219 - val_acc: 0.9328
Epoch 11/30
612/612 [==============================] - 16s 26ms/step - loss: 0.1381 - acc: 0.9563 - val_loss: 0.2206 - val_acc: 0.9352
Epoch 12/30
612/612 [==============================] - 15s 25ms/step - loss: 0.1362 - acc: 0.9560 - val_loss: 0.1678 - val_acc: 0.9503
Epoch 13/30
612/612 [==============================] - 17s 27ms/step - loss: 0.1176 - acc: 0.9623 - val_loss: 0.2704 - val_acc: 0.9264
Epoch 14/30
612/612 [==============================] - 16s 26ms/step - loss: 0.1162 - acc: 0.9631 - val_loss: 0.2559 - val_acc: 0.9267
Epoch 15/30
612/612 [==============================] - 15s 25ms/step - loss: 0.1046 - acc: 0.9665 - val_loss: 0.2218 - val_acc: 0.9389
Epoch 16/30
612/612 [==============================] - 17s 27ms/step - loss: 0.1032 - acc: 0.9668 - val_loss: 0.1603 - val_acc: 0.9524
Epoch 17/30
612/612 [==============================] - 16s 26ms/step - loss: 0.0969 - acc: 0.9681 - val_loss: 0.1632 - val_acc: 0.9530
Epoch 18/30
612/612 [==============================] - 15s 25ms/step - loss: 0.0922 - acc: 0.9700 - val_loss: 0.1601 - val_acc: 0.9533
Epoch 19/30
612/612 [==============================] - 17s 27ms/step - loss: 0.0884 - acc: 0.9724 - val_loss: 0.1988 - val_acc: 0.9448
Epoch 20/30
612/612 [==============================] - 16s 26ms/step - loss: 0.0862 - acc: 0.9722 - val_loss: 0.2096 - val_acc: 0.9422
Epoch 21/30
612/612 [==============================] - 16s 26ms/step - loss: 0.0766 - acc: 0.9755 - val_loss: 0.2083 - val_acc: 0.9446
Epoch 22/30
612/612 [==============================] - 17s 27ms/step - loss: 0.0774 - acc: 0.9751 - val_loss: 0.1709 - val_acc: 0.9500
Epoch 23/30
612/612 [==============================] - 16s 27ms/step - loss: 0.0688 - acc: 0.9779 - val_loss: 0.1601 - val_acc: 0.9556
Epoch 24/30
612/612 [==============================] - 16s 26ms/step - loss: 0.0683 - acc: 0.9789 - val_loss: 0.2529 - val_acc: 0.9349
Epoch 25/30
612/612 [==============================] - 17s 27ms/step - loss: 0.0686 - acc: 0.9777 - val_loss: 0.2184 - val_acc: 0.9449
Epoch 26/30
612/612 [==============================] - 17s 27ms/step - loss: 0.0694 - acc: 0.9771 - val_loss: 0.1333 - val_acc: 0.9641
Epoch 27/30
612/612 [==============================] - 16s 26ms/step - loss: 0.0663 - acc: 0.9787 - val_loss: 0.3076 - val_acc: 0.9163
Epoch 28/30
612/612 [==============================] - 17s 28ms/step - loss: 0.0623 - acc: 0.9800 - val_loss: 0.1700 - val_acc: 0.9556
Epoch 29/30
612/612 [==============================] - 17s 27ms/step - loss: 0.0590 - acc: 0.9808 - val_loss: 0.8512 - val_acc: 0.8059
Epoch 30/30
612/612 [==============================] - 16s 27ms/step - loss: 0.0611 - acc: 0.9809 - val_loss: 0.2464 - val_acc: 0.9397