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Can you shed light on the differences between L1 and L2 regularization approaches for regression analysis and when choosing one over the other is ideal?

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Interview question asked to Data Scientists interviewing at Gusto, Novartis, Figma and others: Can you shed light on the differences between L1 and L2 regularization approaches for regression analysis and when choosing one over the other is ideal?.