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What is overfitting? Why is it a special problem when working with machine learning (data-adaptive) models? How can we protect against overfitting? Provide a few

What is overfitting? Why is it a special problem when working with machine learning (data-adaptive) models? How can we protect against overfitting? Provide a few lines of Python code that might be used to implement one of these protections.

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