text: TITLE Interpretable Machine Learning using SHAP — theory and applications SUB SHAP is an increasingly popular method used for interpretable machine learning. This article breaks down the theory of Shapley Additive Values and illustrates with a few practical examples. CAPTION a clock is displayed on a wall