Fairness Toolkits & Libraries

Pick and operate fairness toolkits. Learn AIF360 (IBM), Fairlearn (Microsoft), What-If Tool (Google), Aequitas (UChicago), FairML, the strengths and limits of each, the boundary between toolkit-supplied measurement and home-built audit, and how to integrate a toolkit into the ML platform without becoming dependent on it.

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Work through these 6 lessons in order, or jump to whichever is most relevant.

Fairness Toolkits Overview

Advanced

AIF360 & Fairlearn

Advanced

What-If Tool & Aequitas

Advanced

Toolkit Limits

Advanced

Toolkit-vs-Custom Boundary

Advanced

Toolkit Integration Pattern

Advanced