# Lecture 15: Linear regression

## Contents

# 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.