Model Performance
Check the model performance with a complex predictor matrix using regularization.
We'll cover the following
Moving forward, let's check how the penalties affect the performance of our models. Using the (X
, y
) dataset, we have not seen many benefits of regularization. We can try the second dataset (X_overfit
, y_overfit
) and see the effect of all three types of regularization and compare the results to learn how regularization helps us control overfitting. Let's start with linear regression without regularization.
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