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i am learning the DeepLearningBook, in which chapter7 talks a lot about Penalties and Regularization.

i would like to figure out the relationship between Penalties and Regularization.

it seems that the Regularization is one way to penalize the weights of a deep learning model, if it is, is there any other method to penalize the weights beside Regularization?

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