Top 6 fairness-ai Open-Source Projects

AIF360

6 2,300 7.3 Python

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.
fairlearn

6 1,786 8.2 Python

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

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

www.influxdata.com
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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.
responsible-ai-toolbox

2 1,193 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.
sent_debias

1 54 0.0 Python

[ACL 2020] Towards Debiasing Sentence Representations
EthicML

1 24 9.3 Python

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

1 22 0.0 Python

Open-source toolkit to help companies implement responsible AI workflows.

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). The latest post mention was on 2023-05-31.