Next, we will see a demo illustrating ridge regression. We recommend you download the IPython Notebook used in the demo to follow along. (The first part of this notebook was used to demonstrate overfitting, and the third part will be used to demonstrate LASSO; a regularization technique that yields sparse solutions.)