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 🔎🤖🧰
94 stars
6 watching
21 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 | 694 |
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 | 1,125 |
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 Python package to assess and improve the fairness of machine learning models. | 1,948 |
nyu-mll/bbq | A dataset and benchmarking framework to evaluate the performance of question answering models on detecting and mitigating social biases. | 87 |
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 | 1,308 |
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. | 46 |
i-gallegos/fair-llm-benchmark | Compiles bias evaluation datasets and provides access to original data sources for large language models | 110 |