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is more smooth and continuous. As λ increases, the coefficients gradually shrink towards zero but do not abruptly become zero. This continuous shrinkage is due to the quadratic nature of the L2 penalty, which uniformly reduces the magnitude of all coefficients. Bias-Variance Tradeoff Both L1 and L2