fairness-testing

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Trusted-AI /AIF360

Star2.7k

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.

python machine-learning r ai deep-learning artificial-intelligence bias fairness bias-finder ibm-research discrimination bias-correction ibm-research-ai bias-reduction fairness-testing bias-detection codait fairness-awareness-model fairness-ai trusted-ai

UpdatedNov 13, 2025
Python

dssg /aequitas

Star738

Bias Auditing & Fair ML Toolkit

bias fairness machine-bias fairness-testing

UpdatedNov 17, 2025
Python

cvs-health /langfair

Star242

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

python ai artificial-intelligence bias fairness ai-safety fairness-testing bias-detection fairness-ai fairness-ml responsible-ai ethical-ai large-language-models llm llm-evaluation llm-evaluation-framework llm-evaluation-metrics

UpdatedNov 26, 2025
Python

ResponsiblyAI /responsibly

Star97

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

python data-science machine-learning natural-language-processing audit artificial-intelligence bias fairness bias-finder ethics bias-correction machine-bias bias-reduction fairness-testing fairness-awareness-model fairness-ai fairness-ml

UpdatedNov 17, 2023
Python

monk1337 /Awesome-Robust-Machine-Learning

Star33

A curated list of Robust Machine Learning papers/articles and recent advancements.

machine-learning deep-learning healthcare awesome-list ood fairness covariate-shift federated-learning machine-learning-bias fairness-testing bias-detection robust-machine-learning fairness-ai concept-shift fairness-ml robust-learning label-shift data-shift distribution-shift healthcare-federated-learning

UpdatedOct 13, 2022

valeria-io /bias-in-credit-models

Star20

Examples of unfairness detection for a classification-based credit model

fairness bias-correction ethical-data-science fairness-testing bias-detection fairness-ai

UpdatedJun 11, 2019
Jupyter Notebook

h2oai /article-information-2019

Star13

Article for Special Edition of Information: Machine Learning with Python

python data-science machine-learning interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml fairness-testing interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

UpdatedJan 8, 2025
Jupyter Notebook

joebaumann /FairnessLab

Star11

⚖️ A bias audit tool for binary decision-making systems

audit bias fairness fairness-testing

UpdatedJul 5, 2023
JavaScript

soarsmu /BiasFinder

Star10

BiasFinder | IEEE TSE | Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems

natural-language-processing fairness gender-bias fairness-testing

UpdatedJan 18, 2022
Jupyter Notebook

CDEIUK /bias-mitigation

Star8

Machine Learning Bias Mitigation

machine-learning ai-safety machine-learning-models bias-correction fairness-testing fairness-ai fairness-ml

UpdatedMay 9, 2022
Jupyter Notebook

smaityumich /individual-fairness-testing

Star3

gradient-flow fairness-testing fairness-ml

UpdatedMar 22, 2021
Jupyter Notebook

yromano /fair_dummies

Star3

implementation of fair dummies

neural-network regression fairness multiclass-classification conditional-independence prediction-intervals fairness-testing fairness-awareness-model equalized-odds fairness-ml fairness-assessment

UpdatedJan 13, 2022
Jupyter Notebook

LouisBrammer /AI-Fair-Inter

Star2

My Own Repository with workfolders and others such as Group Projects etc...

ai ml student-project fairness explainable-ai explainable-ml fairness-testing bias-detection interpretable-machine-learning fairness-ai aif360 ai-models assistive-ai dropout-prediction

UpdatedJun 2, 2025
Jupyter Notebook

mpuu00001 /Fairness-evaluation-in-deepfake-detection-models

Star1

An official implementation for "Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing"

bias metamorphic-testing fairness-testing deepfake deepfake-detection

UpdatedJul 24, 2024
Python

search-based-fairness-testing /sbft

Star1

Search-Based Fairness Testing

machine-learning software-testing bias fairness-testing search-based-software-testing software-fairness

UpdatedApr 11, 2022
Python

Gerardo1909 /tpfinal_equidad

Star1

Trabajo práctico final de la materia "Equidad en Aprendizaje Automático" de la Licenciatura en Ciencia de Datos (UNSAM). 1C-2025

python data-science machine-learning statistics jupyter-notebook fairness-testing fairness-ai fairness-ml

UpdatedJun 7, 2025
Jupyter Notebook

16246541-corp /indoctrine.ai

Star1

Agent Indoctrination – AI Safety, Bias, Fairness, Ethics & Compliance Testing Framework 🚀

testing ai safety compliance bias fairness fairness-testing fairness-ai fairness-ml ethical-ai llm llm-audit llm-auditing

UpdatedNov 25, 2025
Python

preyero /multidisciplinary-data-challenge

Star0

Data Challenge leading to "A Multidisciplinary Lens of Bias in Hate Speech" (ASONAM 2023)

bias data-challenge fairness-testing hate-speech-detection multidisciplinary-methods

UpdatedMar 16, 2024
Jupyter Notebook

anaolicosta /CrossroadNuSMV

Star0

NuSMV models for traffic lights controlling a crossing of two one-way roads.

nusmv fairness-testing

UpdatedMar 12, 2018

JoseRuiz01 /Bias-FairnessAnalysis

Star0

Analysis of Students and Parents Datasets for Bias mitigation and Fairness

student-performance-analysis fairness-testing bias-mitigation gender-bias-evaluation ethnicity-bias-evaluation parent-education-bias-evaluation income-bias-evaluation

UpdatedApr 2, 2025
Jupyter Notebook

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fairness-testing

Here are 24 public repositories matching this topic...

Trusted-AI /AIF360

dssg /aequitas

cvs-health /langfair

ResponsiblyAI /responsibly

monk1337 /Awesome-Robust-Machine-Learning

valeria-io /bias-in-credit-models

h2oai /article-information-2019

joebaumann /FairnessLab

soarsmu /BiasFinder

CDEIUK /bias-mitigation

smaityumich /individual-fairness-testing

yromano /fair_dummies

LouisBrammer /AI-Fair-Inter

mpuu00001 /Fairness-evaluation-in-deepfake-detection-models

search-based-fairness-testing /sbft

Gerardo1909 /tpfinal_equidad

16246541-corp /indoctrine.ai

preyero /multidisciplinary-data-challenge

anaolicosta /CrossroadNuSMV

JoseRuiz01 /Bias-FairnessAnalysis

Improve this page

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