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@ -1172,15 +1172,15 @@ class LearningRateScheduler(Callback):
```python
# Firstly, let's create a function which
# maps a given epoch to a learning rate.
# This function would keep the learning rate
# constant at 0.001 for the first ten epochs and
# let it decrease exponentially after that.
# This function keeps the learning rate
# at 0.001 for the first ten epochs and
# decreases it exponentially after that.
def scheduler(epoch):
if epoch < 10:
return 0.001
else:
return 0.001 * tf.math.exp(0.1 * (10 - epoch))
# Next, we need to set up the callback and train the model.
callback = tf.keras.callbacks.LearningRateScheduler(scheduler)
model.fit(data, labels, epochs=100, callbacks=[callback],
validation_data=(val_data, val_labels))