This repository contains supplemental materials demonstrating how many of the methods described in the main text of Choosing prediction over explanation in psychology: Lessons from machine learning (Yarkoni & Westfall, 2016) can be easily applied to one's data using off-the-shelf packages in Python and R. Interactive notebooks in both languages are provided, along with the diabetes data used in all examples.