Please help me. I have created a CNN model. Now I am doing training and testing. Below are my peiece of code and results. Please explain these results to me. I am new to machine learning.
callbacks = [
EarlyStopping(patience=12, verbose=1),
ReduceLROnPlateau(factor=0.1, patience=5, min_lr=0.000001, verbose=1),
ModelCheckpoint('D:/data/weights-{epoch:03d}.h5', verbose=1, save_weights_only=True)
]
results = model.fit_generator(generate_batch(orig_train, orig_train, batch_sz),
steps_per_epoch = num_train_samples//batch_sz,
epochs = 10,
validation_data = generate_batch(orig_val, forg_val, batch_sz),
validation_steps = num_val_samples//batch_sz,
callbacks = callbacks)
These are my results. Please I want you to explain to me these.
Epoch 1/10
12/12 [==============================] - 21s 2s/step - loss: 30.8399 - val_loss: 1.3777
Epoch 00001: saving model to D:/data/weights-001.h5
Epoch 2/10
12/12 [==============================] - 19s 2s/step - loss: 1.8241 - val_loss: 1.2394
Epoch 00002: saving model to D:/data/weights-002.h5
Epoch 3/10
12/12 [==============================] - 19s 2s/step - loss: 1.4255 - val_loss: 1.1046
Epoch 00003: saving model to D:/data/weights-003.h5
Epoch 4/10
12/12 [==============================] - 19s 2s/step - loss: 1.2866 - val_loss: 1.3377
Epoch 00004: saving model to D:/data/weights-004.h5
Epoch 5/10
12/12 [==============================] - 19s 2s/step - loss: 1.2530 - val_loss: 1.2026
Epoch 00005: saving model to D:/data/weights-005.h5
Epoch 6/10
12/12 [==============================] - 21s 2s/step - loss: 1.2388 - val_loss: 1.3185
Epoch 00006: saving model to D:/data/weights-006.h5
Epoch 7/10
12/12 [==============================] - 19s 2s/step - loss: 1.2411 - val_loss: 1.0664
Epoch 00007: saving model to D:/data/weights-007.h5
Epoch 8/10
12/12 [==============================] - 20s 2s/step - loss: 1.2170 - val_loss: 1.1785
Epoch 00008: saving model to D:/data/weights-008.h5
Epoch 9/10
12/12 [==============================] - 20s 2s/step - loss: 1.2006 - val_loss: 1.1585
Epoch 00009: saving model to D:/data/weights-009.h5
Epoch 10/10
12/12 [==============================] - 21s 2s/step - loss: 1.3041 - val_loss: 1.5179
Epoch 00010: saving model to D:/data/weights-010.h5
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