Linear regression involves a lot of complicated maths, but the bulk of the subject focuses on a single method for achieving a single task: estimating the coefficients in linear models.

In this subject section, the basic idea is introduced with a highly simplified example. From here we see how things get much more complex. But since most of the subject resolves around this initial idea, it is important to be absolutely clear on the basics first before attempting to tackle the later material.