Question: L 1 regularization forces the weights to decay towards zero ( but not exactly zero ) whereas in L 2 we penalize the absolute value

L1 regularization forces the weights to decay towards zero (but not exactly zero) whereas in L2 we penalize the absolute value of the weights and the weights may be reduced to zero here.

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