Bias Mitigation Python Packages

holisticai

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

optipfair

Structured pruning and bias visualization for Large Language Models. Tools for LLM optimization and fairness 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

Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning

the-fairly-project

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

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.

posnoise

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis

holistic

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