1 repo
Awesome GitHub RepositoriesShapley Value Calculators
Tools and algorithms for computing Shapley values to interpret machine learning model predictions.
Distinguishing note: Focuses specifically on model interpretability and feature attribution via tree-based methods, distinct from general-purpose machine learning frameworks.
Explore 1 awesome GitHub repository matching artificial intelligence & ml · Shapley Value Calculators. Refine with filters or upvote what's useful.
Awesome Shapley Value Calculators GitHub Repositories
Find the best repos with AI.We'll search the best matching repositories with AI.
- shap/shap
shap/shap
25,049View on GitHubSHAP is an explainable AI toolkit that provides a game theoretic framework for interpreting machine learning model predictions. It functions as a feature attribution engine, decomposing model outputs into the sum of individual feature effects to clarify how specific input variables influence a final decision. By assigning importance values to these inputs, the library enables users to understand the logic behind complex predictive models. The project distinguishes itself through its versatility and specialized calculation methods. It operates as a model-agnostic diagnostic library, capable of
Calculates exact Shapley values for decision tree models to provide model interpretability without requiring retraining.
Jupyter Notebookdeep-learningexplainabilitygradient-boosting
