[python] Where do I call the BatchNormalization function in Keras?

It is another type of layer, so you should add it as a layer in an appropriate place of your model

model.add(keras.layers.normalization.BatchNormalization())

See an example here: https://github.com/fchollet/keras/blob/master/examples/kaggle_otto_nn.py

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Where do I call the BatchNormalization function in Keras?