This repository contains a series of interpretability demos designed for the 2023 IAIFI Summer School. They are provide a gentle introduction to Shapley values, feature counterfactuals, and saliency maps, and accompany @joshspeagle's lecture (slides are in the repo). Solutions can be found in the solutions branch.