Bias Python Packages

interpret-core

Fit interpretable models. Explain blackbox machine learning.

interpret

Fit interpretable models. Explain blackbox machine learning.

aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

dnikit

A Python toolkit for analyzing machine learning models and datasets.

debiai-gui

Bias detection and contextual evaluation tool for your AI projects

langfair

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

insurance-fairness

Proxy discrimination auditing for insurance pricing — FCA EP25/2, Consumer Duty, bias metrics

dbias

Detecting Bias and ensuring Fairness in AI solutions

aequitas-lite

Bias Auditing & Fair ML Toolkit

risk-of-bias

AI enabled risk of bias assessment tools

xai

XAI - An industry-ready machine learning library that ensures explainable AI by design

daindex

Quantifying Health Inequalities Induced by Data and AI Models

explainx

Explain and debug any black-box Machine Learning model.

privyfilter

Privy filter is made to give the method for removing/accommodating for unethical bias in data.

nlpguard

NLPGuard: A Framework for Mitigating the use of Protected Attributes in NLP

powerlift

Fit interpretable models. Explain blackbox machine learning.

cade

Compass-aligned Distributional Embeddings. Align embeddings from different corpora

ytdebunk

A CLI tool to automatically download audio .mp3 from a YouTube video link, transcribe it, refine and find logical errors in the transcription using AI.

ai-bias-detect

A repository including a comparison between Google's What If Bias tool and fairdetect by Ryan Daher with some added improvements

fairlens

Identify bias and measure fairness of your data

fair-detect-group-a

FairDetect Group A IE MBD part time assignment for Python II class

canonical-sets

Exposing Algorithmic Bias with Canonical Sets

equalityml

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

dnikit-torch

A Python toolkit for analyzing machine learning models and datasets.