This lecture covers the taxonomy of interpretability methods, including intrinsic and post-hoc methods like Partial Dependency Plots (PDP) and Local Interpretable Model-agnostic Explanations (LIME). Students will learn to describe, categorize, and apply these methods to interpret model predictions.