LIME

Open source

Open-source library that explains classifiers using locally faithful surrogate models.

by Marco Tulio RibeiroOfficial site ↗Source code ↗

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

Editorial review

LIME 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): explainability, interpretability, model-agnostic, machine-learning, scikit-learnVerification 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): freeVerification pending
Source repository(HTTPS URL): https://github.com/marcotcr/limeVerified
SPDX license IDs(Apache-2.0;MIT): BSD-2-ClauseVerified

Features · Product · Fit

Core capabilities(authoring;automation;analytics): Local interpretable model-agnostic explanations (LIME) of individual predictions, Explains text classifiers and classifiers acting on tables or images, Explains any black-box classifier with two or more classes, Built-in support for scikit-learn classifiers, HTML and matplotlib explanation visualizations for notebooksVerification pending

Audience · Use · Case

Best for(Neutral editorial summary): Explaining individual predictions of any black-box classifier on text, tabular, or image dataVerification pending
Primary use cases(build;monitor;automate): Explaining what machine learning classifiers are doing, Understanding individual predictions of black-box modelsVerification pending
Skill level(beginner;intermediate;advanced;specialist): advancedVerified

Lifecycle · Versioning

Current version(1.12.3): 0.2.0Verified
Maintenance status(active;maintenance;deprecated;EOL;archived): maintenanceVerification pending

Vendor · Maintainer

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

User reviews

Review policy

No published reviews yet.