イントロダクション
下のページでの学習処理の実行結果を表示します。※わかりづらいので分けました。
_________________________________________________________________ Layer (type) Output Shape Param # ================================================================= embedding (Embedding) (None, None, 16) 160000 _________________________________________________________________ global_average_pooling1d (Gl (None, 16) 0 _________________________________________________________________ dense (Dense) (None, 16) 272 _________________________________________________________________ dense_1 (Dense) (None, 1) 17 ================================================================= Total params: 160,289 Trainable params: 160,289 Non-trainable params: 0 _________________________________________________________________ Train on 15000 samples, validate on 10000 samples Epoch 1/40 15000/15000 [==============================] - 1s 86us/step - loss: 0.6917 - acc: 0.5697 - val_loss: 0.6895 - val_acc: 0.6231 Epoch 2/40 15000/15000 [==============================] - 1s 55us/step - loss: 0.6849 - acc: 0.7046 - val_loss: 0.6800 - val_acc: 0.7423 Epoch 3/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.6701 - acc: 0.7631 - val_loss: 0.6614 - val_acc: 0.7574 Epoch 4/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.6441 - acc: 0.7736 - val_loss: 0.6330 - val_acc: 0.7681 Epoch 5/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.6068 - acc: 0.7985 - val_loss: 0.5935 - val_acc: 0.7907 Epoch 6/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.5607 - acc: 0.8163 - val_loss: 0.5495 - val_acc: 0.8059 Epoch 7/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.5106 - acc: 0.8359 - val_loss: 0.5043 - val_acc: 0.8228 Epoch 8/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.4616 - acc: 0.8520 - val_loss: 0.4619 - val_acc: 0.8381 Epoch 9/40 15000/15000 [==============================] - 1s 53us/step - loss: 0.4173 - acc: 0.8644 - val_loss: 0.4254 - val_acc: 0.8460 Epoch 10/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.3787 - acc: 0.8781 - val_loss: 0.3958 - val_acc: 0.8550 Epoch 11/40 15000/15000 [==============================] - 1s 55us/step - loss: 0.3471 - acc: 0.8847 - val_loss: 0.3745 - val_acc: 0.8595 Epoch 12/40 15000/15000 [==============================] - 1s 55us/step - loss: 0.3215 - acc: 0.8910 - val_loss: 0.3537 - val_acc: 0.8666 Epoch 13/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2982 - acc: 0.8993 - val_loss: 0.3397 - val_acc: 0.8710 Epoch 14/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2790 - acc: 0.9049 - val_loss: 0.3273 - val_acc: 0.8743 Epoch 15/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2625 - acc: 0.9095 - val_loss: 0.3180 - val_acc: 0.8771 Epoch 16/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2484 - acc: 0.9132 - val_loss: 0.3103 - val_acc: 0.8788 Epoch 17/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2346 - acc: 0.9191 - val_loss: 0.3041 - val_acc: 0.8797 Epoch 18/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2227 - acc: 0.9236 - val_loss: 0.2990 - val_acc: 0.8817 Epoch 19/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.2115 - acc: 0.9274 - val_loss: 0.2951 - val_acc: 0.8827 Epoch 20/40 15000/15000 [==============================] - 1s 59us/step - loss: 0.2017 - acc: 0.9315 - val_loss: 0.2917 - val_acc: 0.8839 Epoch 21/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1922 - acc: 0.9345 - val_loss: 0.2892 - val_acc: 0.8841 Epoch 22/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1834 - acc: 0.9391 - val_loss: 0.2876 - val_acc: 0.8849 Epoch 23/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1754 - acc: 0.9426 - val_loss: 0.2868 - val_acc: 0.8851 Epoch 24/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1674 - acc: 0.9464 - val_loss: 0.2854 - val_acc: 0.8846 Epoch 25/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1604 - acc: 0.9493 - val_loss: 0.2850 - val_acc: 0.8855 Epoch 26/40 15000/15000 [==============================] - 1s 53us/step - loss: 0.1533 - acc: 0.9521 - val_loss: 0.2855 - val_acc: 0.8868 Epoch 27/40 15000/15000 [==============================] - 1s 53us/step - loss: 0.1474 - acc: 0.9545 - val_loss: 0.2864 - val_acc: 0.8855 Epoch 28/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1412 - acc: 0.9575 - val_loss: 0.2865 - val_acc: 0.8866 Epoch 29/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1355 - acc: 0.9583 - val_loss: 0.2874 - val_acc: 0.8874 Epoch 30/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1305 - acc: 0.9612 - val_loss: 0.2890 - val_acc: 0.8867 Epoch 31/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1245 - acc: 0.9632 - val_loss: 0.2908 - val_acc: 0.8874 Epoch 32/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1199 - acc: 0.9657 - val_loss: 0.2930 - val_acc: 0.8852 Epoch 33/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1145 - acc: 0.9677 - val_loss: 0.2952 - val_acc: 0.8854 Epoch 34/40 15000/15000 [==============================] - 1s 60us/step - loss: 0.1101 - acc: 0.9689 - val_loss: 0.2982 - val_acc: 0.8855 Epoch 35/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.1061 - acc: 0.9708 - val_loss: 0.3001 - val_acc: 0.8851 Epoch 36/40 15000/15000 [==============================] - 1s 56us/step - loss: 0.1013 - acc: 0.9726 - val_loss: 0.3034 - val_acc: 0.8836 Epoch 37/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.0975 - acc: 0.9739 - val_loss: 0.3065 - val_acc: 0.8838 Epoch 38/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.0940 - acc: 0.9739 - val_loss: 0.3103 - val_acc: 0.8830 Epoch 39/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.0898 - acc: 0.9767 - val_loss: 0.3129 - val_acc: 0.8837 Epoch 40/40 15000/15000 [==============================] - 1s 54us/step - loss: 0.0861 - acc: 0.9785 - val_loss: 0.3167 - val_acc: 0.8816 25000/25000 [==============================] - 1s 30us/step [0.3381449136734009, 0.872]
[0.3381449136734009, 0.872]※「赤字の部分 * 100」=パーセンテージ
[rakuten ids="rise-store:10000000"]
