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Among the challenges that could come up with teaching of CNNs has to do with the large variety of parameters that should be learned, which may bring about the challenge of overfitting. To this conclusion, procedures such as stochastic pooling, dropout, and information augmentation have already been proposed.The aim of this chapter is to introduce y