responsibly
Bias auditor
A toolkit for auditing and mitigating bias in machine learning systems
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
96 stars
6 watching
22 forks
Language: Python
last commit: about 1 year ago artificial-intelligenceauditbiasbias-correctionbias-finderbias-reductiondata-scienceethicsfairnessfairness-aifairness-awareness-modelfairness-mlfairness-testingmachine-biasmachine-learningnatural-language-processingpython
Related projects:
| Repository | Description | Stars |
|---|---|---|
 dssg/aequitas | Toolkit to audit and mitigate biases in machine learning models | 701 |
 algofairness/blackboxauditing | A software package for auditing and analyzing machine learning models to detect unfair biases | 130 |
 ethicalml/xai | An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance | 1,135 |
 adebayoj/fairml | An auditing toolbox to assess the fairness of black-box predictive models | 361 |
 modeloriented/fairmodels | A tool for detecting bias in machine learning models and mitigating it using various techniques. | 86 |
 jphall663/responsible_xai | Guidelines and resources for the development of responsible AI systems | 17 |
 fairlearn/fairlearn | A tool to assess and mitigate unfairness in AI systems, helping developers ensure their models do not disproportionately harm certain groups of people. | 1,974 |
 nyu-mll/bbq | A dataset and benchmarking framework to evaluate the performance of question answering models on detecting and mitigating social biases. | 92 |
 princetonvisualai/revise-tool | Automatically detects and measures bias in visual datasets. | 111 |
 borealisai/advertorch | A toolbox for researching and evaluating robustness against attacks on machine learning models | 1,311 |
 koaning/scikit-fairness | A Python library providing tools and algorithms for fairness in machine learning model development | 29 |
 andreysharapov/xaience | An online repository providing resources and information on explainable AI, algorithmic fairness, ML security, and related topics | 107 |
| algofairness/fairness-comparison | An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms | 159 |
 visionjo/facerec-bias-bfw | This project provides a data proxy to evaluate bias in facial recognition systems across demographic groups. | 47 |
 i-gallegos/fair-llm-benchmark | Compiles bias evaluation datasets and provides access to original data sources for large language models | 115 |