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

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

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

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

Papers and online resources related to machine learning fairness

Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.

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.

PyTorch package to train and audit ML models for Individual Fairness

[ACL 2020] Towards Debiasing Sentence Representations