classification-with-no-discrimination

? Open-Source Evaluation & Testing for AI & LLM systems

A Python package to assess and improve fairness of machine learning models.

A face database with a large number of high-quality attribute annotations

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

Safety Score for Pre-Trained Language Models

This is an open-source tool to assess and improve the trustworthiness of AI systems.

Papers and online resources related to machine learning fairness

A curated list of awesome academic research, books, code of ethics, data sets, institutes, maturity models, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible, Trustworthy, and Human-Centered AI.

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)