Improve Equity
of AI models

Fair maker for ML (fmk-ml) is an open-source project to help data scientists improve fairness in machine learning.

Learn about AI fairness from our use cases. Assess and mitigate fairness issues using our Python toolkit.

Get Started

Contribute to Fairlearn

FMK-FOR ML is built and maintained by open source contributors with a variety of backgrounds and expertise. Join the effort and contribute feedback, metrics, algorithms, visualizations, ideas and more, so we can evolve the toolkit together!

Contributor Guide

Improve Equity of AI models

Fair maker for ML (fmk-ml) is an open-source project to help data scientists improve fairness in machine learning.

Contribute to Fairlearn

Improve Equity
of AI models