1. Linear regression

In this section we will be covering the basics of linear regression. This is a topic that should already be familiar to most of you, since it is covered in your Econometrics coursework. This means that we can gloss over some of the finer detail in order to provide a general intuitive approach to what linear regression means in the context of machine learning.

2. Ridge regression

3. LASSO

4. Elastic nets