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Unlike L1 regularization, L2 regularization doesn't typically push coefficients to exactly zero. Instead, it shrinks all the coefficients towards zero, but they usually remain non-zero. This means that L2 regularization doesn't perform feature selection in the same way that L1 does. It keeps all the features in the model but reduces their impact.
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