For this chapter, we will stick to cancer--prostate cancer in this case. It is a small dataset of 97 observations and nine variables but allows you to fully grasp what is going on with regularization techniques by allowing a comparison with traditional techniques. We will start by performing best subsets regression to identify the features and use this as a baseline for our comparison.