Lecture 15: Linear regression

Lecture 15: Linear regression

Learning objectives

  • Cast the least squares problem in the language of linear algebra.

  • Introduce polynomial regression.

  • Introduce the generalized linear model.

  • Demonstrate overfitting and underfitting.

  • Introduce cross validation to select the number of basis functions.