Created
September 10, 2018 07:15
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Perfect Training
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| >>> CNN Model Training ... | |
| Train on 2275 samples, validate on 253 samples | |
| Epoch 1/13 | |
| 2275/2275 [==============================] - 2990s 1s/step - loss: 0.3658 - acc: 0.8958 - val_loss: 1.3321 - val_acc: 0.7628 | |
| Epoch 2/13 | |
| 2275/2275 [==============================] - 3011s 1s/step - loss: 0.1767 - acc: 0.9499 - val_loss: 2.3750 - val_acc: 0.6443 | |
| Epoch 3/13 | |
| 2275/2275 [==============================] - 2926s 1s/step - loss: 0.1461 - acc: 0.9582 - val_loss: 0.8264 - val_acc: 0.7747 | |
| Epoch 4/13 | |
| 2275/2275 [==============================] - 2779s 1s/step - loss: 0.0661 - acc: 0.9811 - val_loss: 0.1774 - val_acc: 0.9447 | |
| Epoch 5/13 | |
| 2275/2275 [==============================] - 2774s 1s/step - loss: 0.0556 - acc: 0.9833 - val_loss: 0.0505 - val_acc: 0.9802 | |
| Epoch 6/13 | |
| 2275/2275 [==============================] - 2774s 1s/step - loss: 0.1041 - acc: 0.9732 - val_loss: 0.1460 - val_acc: 0.9605 | |
| Epoch 7/13 | |
| 2275/2275 [==============================] - 2776s 1s/step - loss: 0.0824 - acc: 0.9802 - val_loss: 0.0581 - val_acc: 0.9802 | |
| Epoch 8/13 | |
| 2275/2275 [==============================] - 2773s 1s/step - loss: 0.0311 - acc: 0.9908 - val_loss: 0.1154 - val_acc: 0.9802 | |
| Epoch 9/13 | |
| 2275/2275 [==============================] - 2775s 1s/step - loss: 0.0544 - acc: 0.9829 - val_loss: 0.0195 - val_acc: 0.9881 | |
| Epoch 10/13 | |
| 2275/2275 [==============================] - 2794s 1s/step - loss: 0.0117 - acc: 0.9974 - val_loss: 0.0019 - val_acc: 1.0000 | |
| Epoch 00009: early stopping by accuracy | |
| >>> runtime = 28377.709502458572 seconds |
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