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shap/shap

shap

A game theoretic approach to explain the output of any machine learning model.

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shap

shap

shap • individual

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3,490

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Created

Nov 22, 2016

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README Summary

SHAP (SHapley Additive exPlanations) is a game theoretic approach to explain the output of any machine learning model. It connects optimal credit allocation with local explanations using the classic Shapley values from game theory and their related extensions. The library provides a unified framework for interpreting predictions from any machine learning model.

AI Dev Skills

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Model InterpretabilityExplainable AI (XAI)Game Theory ApplicationsFeature AttributionLIME IntegrationTreeSHAP AlgorithmsDeepSHAP for Neural NetworksGradient-based ExplanationsPermutation-based Feature ImportanceAdditive Feature Attribution

Tags

Model InterpretabilityExplainable AI (XAI)Game Theory ApplicationsFeature AttributionLIME IntegrationTreeSHAP AlgorithmsDeepSHAP for Neural NetworksGradient-based ExplanationsPermutation-based Feature ImportanceAdditive Feature AttributionModel Debugging and ValidationExplainable AILegal TechFeature Importance AnalysisBusiness Stakeholder CommunicationBias Detection in ML ModelsTextCloud APITrustworthy AIAI TransparencyInsuranceCredit ScoringHealthcarePython ApplicationsModel Prediction ExplanationAI SafetyFinTechRegulatory Compliance ReportingImageRisk AssessmentJupyter NotebooksSelf-hostedModel Performance DiagnosticsResponsible AITabularJupyter Notebook

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Updated 1 months ago

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production
Quality
high
Maturity
production

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Industry: FinTechPrimaryObservability & MonitoringSafety & AlignmentData Science & AnalyticsHealthcare & BiologyFinance & LegalOther AI / ML

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Jupyter Notebook100.0%

Timeline

Project created
Nov 22, 2016
Forked
Mar 22, 2026
Your last push
1 months ago
Upstream last push
7 days ago
Tracked since
Mar 12, 2026

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