How do I use callbacks in Keras?
An example of an AI chatbot conversation about using callbacks in Keras for model training.
How do I use callbacks in Keras?
You can use callbacks in Keras to customize the training process. They allow you to execute specific actions at various stages of training.
What are some common callbacks I can use?
Some common callbacks include ModelCheckpoint, EarlyStopping, and ReduceLROnPlateau. Each serves a different purpose.
Can you give me an example of using EarlyStopping?
Sure! You can use EarlyStopping like this:
from keras.callbacks import EarlyStopping
early_stopping = EarlyStopping(monitor='val_loss', patience=3)
model.fit(X_train, y_train, validation_data=(X_val, y_val), callbacks=[early_stopping])
What does the 'patience' parameter do?
The 'patience' parameter determines how many epochs to wait for an improvement in the monitored metric before stopping the training.
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