InterpretML

Open source

Open-source toolkit for training interpretable glassbox models and explaining blackbox models.

by Microsoft ResearchOfficial site ↗Source code ↗

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

Editorial review

InterpretML 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

Tags(open-source;cloud-native): interpretability, explainable-ai, responsible-ai, machine-learning, model-auditingVerification 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-sourceVerified
Pricing model(free;subscription;usage;seat;asset;transaction;revenue-share;perpetual;custom): freeVerified
Source repository(HTTPS URL): https://github.com/interpretml/interpretVerified
SPDX license IDs(Apache-2.0;MIT): MITVerified

Features · Product · Fit

Core capabilities(authoring;automation;analytics): Glass-box interpretable models: Explainable Boosting Machines, linear models, decision trees, Black-box explainers such as LIME and SHAP, Global, local, and subset (group) feature importance, What-if analysis and interactive visualizations, Compare multiple models simultaneouslyVerification pending

Audience · Use · Case

Best for(Neutral editorial summary): Data scientists and auditors who need to explain, debug, and audit ML models with glass-box and black-box explainersVerification pending
Primary use cases(build;monitor;automate): Model debugging and explaining predictions, Auditing models for regulatory compliance, Transparency about predictions for stakeholdersVerification pending
Skill level(beginner;intermediate;advanced;specialist): intermediateVerification pending

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.