SHAP Values for Explainable AI

Shapely Values — explained in simplest terms

Introduction

Example to make sense of Shapely Values

Game theory

Image made by Author

Non Cooperative Game theory

‌Cooperative Game theory

‌What are the Shapely values?

Visualization for SHAP values

  1. A Unified Approach to Interpreting Model Predictions
  2. Documentation of SHAP
  3. https://github.com/slundberg/shap
  4. https://christophm.github.io/interpretable-ml-book/

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Data Scientist | ML-Ops| https://abhi-gm.github.io/ | https://www.linkedin.com/in/abhishek-g-m/ | https://github.com/abhi-gm

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