Can you detail how to prevent overfitting in Polynomial Regression?

  • By ignoring the test set
  • By increasing the degree
  • By using all features
  • By using regularization techniques like Ridge and Lasso
Overfitting in Polynomial Regression can be prevented by using regularization techniques like Ridge and Lasso. These techniques add a penalty term to the loss function, constraining the coefficients and reducing the complexity of the model.
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