Shap website
WebbSHAP (SHapley Additive exPlanations) is a game theoretic approach to explain the output of any machine learning model. It connects optimal credit allocation with local … shap.datasets.adult ([display]). Return the Adult census data in a nice package. … Topical Overviews . These overviews are generated from Jupyter notebooks that … WebbThis is an introduction to explaining machine learning models with Shapley values. Shapley values are a widely used approach from cooperative game theory that come with desirable properties. This tutorial is designed to help build a solid understanding of how to compute and interpet Shapley-based explanations of machine learning models.
Shap website
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WebbSHAP has a fast implementation for tree-based models. I believe this was key to the popularity of SHAP, because the biggest barrier for adoption of Shapley values is the slow computation. The fast computation makes it …
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