aequitas

algofairness/blackboxauditing130

Bias auditor

A software package for auditing and analyzing machine learning models to detect unfair biases

adebayoj/fairml361

Model auditor

An auditing toolbox to assess the fairness of black-box predictive models

responsiblyai/responsibly96

Bias auditor

A toolkit for auditing and mitigating bias in machine learning systems

i-gallegos/fair-llm-benchmark115

Bias datasets

Compiles bias evaluation datasets and provides access to original data sources for large language models

ethicalml/xai1.1K

Bias analysis tool

An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance

privacytrustlab/bias_in_fl11

Bias detection tool

This project investigates how bias can be introduced and spread in machine learning models during federated learning, and aims to detect and mitigate this issue.

nyu-mll/bbq92

Bias detector

A dataset and benchmarking framework to evaluate the performance of question answering models on detecting and mitigating social biases.

modeloriented/fairmodels86

Bias detector

A tool for detecting bias in machine learning models and mitigating it using various techniques.

koaning/scikit-fairness29

Fairness toolkit

A Python library providing tools and algorithms for fairness in machine learning model development

fairlearn/fairlearn2K

Fairness assessment tool

A tool to assess and mitigate unfairness in AI systems, helping developers ensure their models do not disproportionately harm certain groups of people.

btschwertfeger/python-cmethods60

Bias correction software

A collection of bias correction techniques for climate data analysis

visionjo/facerec-bias-bfw47

Bias evaluator

This project provides a data proxy to evaluate bias in facial recognition systems across demographic groups.

cgnorthcutt/cleanlab57

Model fairness tool

A tool for evaluating and improving the fairness of machine learning models

google/ml-fairness-gym314

Fairness simulator

An open-source tool for simulating the long-term impacts of machine learning-based decision systems on social environments

amiratag/datashapley259

Data Valuation Tool

Calculates fair valuation of individual training data points in machine learning models.