Fitting Linear Models

In this notebook we briefly review the normal equations, introduce the scikit-learn framework, evaluation metrics, and describe methods to visualize model fit.

Toy Data set

To enable easy visualization of the model fitting process we will use a simple synthetic data set.

We can visualize the data in three dimensions: