Bias Mitigation Python Packages

holisticai

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

jurity

Jurity: Fairness & Evaluation Library

agorai

AgorAI: A Python package for fair, transparent decision-making and democratic synthesis that combines social choice theory, welfare-economics aggregation, and LLM-driven opinion synthesis

posnoise

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis

oracle-guardian-ai

Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.

the-fairly-project

Bias detection Toolkit: Chrome Extension, Python Package, SOTA research paper docs.

demv

Debiaser for Multiple Variables, a model- and data- agnostic method to improve fairness in binary and multi-class classification tasks

faircode

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, welfare, and tenant screening: 7 open-source audits, measurable fairness gaps, and concrete fixes.

equalityml

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.

faircheck

🔍 The fairness monitoring library for AI - audit, measure, and mitigate demographic bias in your ML models with one line of code

equalityml-fork2

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.