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the model. The key aspect of the L2 penalty is the squaring of the coefficients, which tends to reduce their magnitude. Effect on Model The primary effect of L2 regularization is to shrink the coefficients towards zero, but unlike L1 regularization, it does not set them to zero. This shrinkage