Published April 10, 2024 | Version 1.0
Python Library

AIX360

Owner

Description

The AI Explainability 360 Python package includes a comprehensive set of algorithms that cover different dimensions of explanations along with proxy explainability metrics.

 

Documentation

User Manual

User manual is available online, here.

Methodological Guidelines

Scientific Contribution

Benchmark

Application over use-case

State of the Art

 

Demonstrator

  • A demonstrator is available here. It relies on a surrogate model use-case.

Support

Support for AIX360 must be obtained directly from the component owners, you can contact them directly here

Additional details

Engineering roles
Human Cognition Engineer
Embedded Software Engineer
ML-Algorithm Engineer
Data Engineer
Functional Set
Explainability
Download Link
pip install aix360
Technological maturity
Image Link
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