Explain the difference between L1 and L2 regularization.
Instruction: Describe each regularization technique and how they affect the model differently.
Context: This question tests the candidate's understanding of regularization techniques and their impact on model complexity and feature selection.
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The way I'd explain it in an interview is this: L1 and L2 regularization both penalize model complexity, but they push the parameters in different ways...