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In the context of machine learning, what is the purpose of regularization techniques such as L1 and L2 regularization?

In the context of machine learning, what is the purpose of regularization techniques such as L1 and L2 regularization? Correct Answer To prevent overfitting by adding a penalty term to the loss function

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