Regularization Techniques

• A way to constrain the model such that it will harder to overfit
• To regularize polynomial models, we can reduce the number of degrees
• To regularize linear models, we can constrain the weights
  • [[Ridge Regression]]
  • [[Lasso Regression]]
  • [[Elastic Net]]