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constraint, the coefficients are shrunk uniformly towards zero and are not driven to zero entirely. This uniform shrinkage is the hallmark of L2 regularization and is key to its ability to handle multicollinearity and enhance model stability. Comparing L1 and L2 Regularization Sparsity One of the