SHAP

Open source

Open-source library that explains model predictions using Shapley additive values.

by Scott LundbergOfficial site ↗Source code ↗

Pricing: free
License: open-source
Open source: Yes

Editorial review

SHAP has not yet been editorially reviewed. User reviews and published field data below are unaffected — we say so rather than implying an editorial verdict.

Facts & attributes

Every value carries its evidence state. “—” means unknown — never a silent default (P-02).

Identity · Taxonomy

Documentation(HTTPS URL): https://shap.readthedocs.io/en/latest/Verified
Tags(open-source;cloud-native): explainability, shapley-values, interpretability, machine-learning, feature-attributionVerification pending

Platform · Deployment

Delivery model(SaaS;self-hosted;desktop;mobile;embedded;managed-cloud;appliance): self-hostedVerification pending

Pricing · Licensing

License model(proprietary;open-source;source-available;dual-license): open-sourceVerification pending
Pricing model(free;subscription;usage;seat;asset;transaction;revenue-share;perpetual;custom): freeVerified
Source repository(HTTPS URL): https://github.com/shap/shapVerified
SPDX license IDs(Apache-2.0;MIT): MITVerified

Features · Product · Fit

Core capabilities(authoring;automation;analytics): Game theoretic approach to explain the output of any machine learning model, Shapley value based credit allocation with local explanations, GPU-accelerated Tree SHAP via the cuda extra (GPUTreeExplainer), Installable from PyPI and conda-forgeVerification pending

Audience · Use · Case

Best for(Neutral editorial summary): Explaining the output of any machine learning model with Shapley-value-based feature attributionsVerification pending
Primary use cases(build;monitor;automate): Explaining outputs of any machine learning model, Feature attribution for deep learning and gradient boosting modelsVerification pending
Skill level(beginner;intermediate;advanced;specialist): advancedVerified

Lifecycle · Versioning

Maintenance status(active;maintenance;deprecated;EOL;archived): activeVerification pending

Vendor · Maintainer

Vendor type(commercial;foundation;community;government;consortium;individual): communityVerified

User reviews

Review policy

No published reviews yet.