Top 6 fairness-ml Open-Source Projects

fairlearn

6 1,795 8.0 Python

A Python package to assess and improve fairness of machine learning models.

Project mention: Fairlearn | news.ycombinator.com | 2023-05-31

responsible-ai-toolbox

2 1,208 9.6 TypeScript

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
synthcity

4 354 7.2 Python

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
image-crop-analysis

2 249 0.0 Jupyter Notebook

Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
fairgbm

2 97 4.4 C++

Train Gradient Boosting models that are both high-performance *and* Fair!
EthicML

1 24 9.3 Python

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).