Regularizers allow to apply penalties on layer parameters or layer
activity during optimization. These penalties are incorporated in the
loss function that the network optimizes.
The penalties are applied on a per-layer basis. The exact API will
depend on the layer, but the layers Dense, Conv1D, Conv2D and Conv3D
have a unified API.
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