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Regularization applies a penalty on the coefficient, in order to reduce their influence and create a model that generalizes better. Which one of the following

Regularization applies a penalty on the coefficient, in order to reduce their influence and create a model that generalizes better. Which one of the following coefficients changes more as we increase the regularization intensity (higher alpha). Explain it in detail

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