Bias Mitigation Python Packages

holisticai

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

jurity

[ACM 2024] Jurity: Fairness & Evaluation Library

posnoise

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis

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

equalityml

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

oracle-guardian-ai

Oracle Guardian AI Open Source Project

demv

Debiaser for Multiple Variables(DEMV) is a pre-processing algorithm for binary and multi-class datasets that mitigates bias by perfectly balancing the sensitive groups identified by each possible sensitive variables' value and each label's value

equalityml-fork2

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

the-fairly-project

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

holistic

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