How is overfitting specifically related to Polynomial Regression?

  • It's not related
  • Overfitting can occur with high-degree polynomials
  • Overfitting only happens with linear models
  • Polynomial Regression prevents overfitting
Overfitting in Polynomial Regression can occur when using high-degree polynomials. The model becomes too flexible and fits the training data too well, including the noise, which reduces its ability to generalize well to unseen data.
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