Your project stakeholders want to make informed decisions regarding their models. To help them with the right information, you can use explainability methods such as SHAP (SHapley Additive exPlanations). However, I prefer to use Partial Dependence Plots (PDP) because it’s easier to reason about and share with non-technical subject matter experts. For simplicity, in this post, I’ll rely on SHAP. But keep an eye on my Medium account for a post on PDP!