Top 10 fairness Open-Source Projects

• AIF360

  6 2,305 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 1,792 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 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.

  

• DALEX

  2 1,318 5.5 Python

  moDel Agnostic Language for Exploration and eXplanation

  

• responsible-ai-toolbox

  2 1,203 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.

  

• image-crop-analysis

  2 247 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

  

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• verifyml

  1 22 0.0 Python

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

  

• fairness

  5 15 2.8 Svelte

  It's about Fairness. Supporting the CULT Family https://github.com/orgs/cultfamily-on-github/repositories

• Free-the-World-Algorithm

  3 5 3.9 C++

  an algorithm to conduct anonymous votes/ polls/ elections/ opinion studies with billions of authenticated voters securely and verifiable

fairness related posts

• Fairlearn
  1 project | news.ycombinator.com | 31 May 2023
• Open source projects to work on AI bias
  2 projects | /r/MLQuestions | 28 Mar 2023
• In your experience, are AI Ethics teams valuable/effective? [D]
  1 project | /r/MachineLearning | 16 Mar 2023
• Conselhos para embedded
  1 project | /r/devpt | 12 Feb 2023
• perspective off
  1 project | /r/datascience | 15 Sep 2022
• Acts of RVLT Round 1 - Public discourse to calibrate judgement with the CULT Family Members
  2 projects | /r/RVLTStreetBets | 4 Jul 2022
• Goals of RVLTStreetBets
  1 project | /r/RVLTStreetBets | 3 Jul 2022
• A note from our sponsor - WorkOS
  workos.com | 24 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

Index

Sponsored

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com