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The Top 23 Fairness Ml Open Source Projects

Open source projects categorized as Fairness Ml
Categories > Fairness Ml
Fairlearn ⭐ 1,727
A Python package to assess and improve fairness of machine learning models.
dependent packages 28total releases 19most recent commit 3 months agopypi fairlearn} Downloads
Responsible Ai Toolbox ⭐ 1,187
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.
dependent packages 8total releases 6most recent commit 18 days agopypi raiutils} Downloads
Awesome Imbalanced Learning ⭐ 1,164
Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库
most recent commit 6 months ago
Fairness Indicators ⭐ 327
Tensorflow's Fairness Evaluation and Visualization Toolkit
total releases 30most recent commit 3 months ago
Synthcity ⭐ 292
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
most recent commit 4 months ago
Image Crop Analysis ⭐ 198
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
most recent commit 3 years ago
Wefe ⭐ 169
WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!
total releases 14most recent commit 5 months ago
Lift ⭐ 129
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
total releases 6most recent commit 3 years ago
Fair_flearn ⭐ 121
Fair Resource Allocation in Federated Learning (ICLR '20)
most recent commit 3 years ago
Gdc ⭐ 99
Code for the ICLR 2021 paper "A Distributional Approach to Controlled Text Generation"
most recent commit a year ago
Fairgbm ⭐ 92
Train Gradient Boosting models that are both high-performance *and* Fair!
dependent packages 1total releases 7most recent commit 7 months agopypi fairgbm} Downloads
Deep Explanation Penalization ⭐ 74
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
most recent commit 3 years ago
Fairmodels ⭐ 68
Flexible tool for bias detection, visualization, and mitigation
dependent packages 1total releases 6most recent commit 2 years ago
Ml Fairness Framework ⭐ 64
FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)
total releases 1most recent commit 3 years ago
Amazon Sagemaker Clarify ⭐ 63
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
most recent commit 5 months ago
Presentations ⭐ 51
Talks & Workshops by the CODAIT team
most recent commit 3 years ago
Term ⭐ 51
Tilted Empirical Risk Minimization (ICLR '21)
most recent commit 6 months ago
Dnikit ⭐ 47
A Python toolkit for analyzing machine learning models and datasets.
most recent commit 8 months ago
Credoai_lens ⭐ 44
Credo AI Lens is a comprehensive assessment framework for AI systems. Lens standardizes model and data assessment, and acts as a central gateway to assessments created in the open source community.
most recent commit 5 months ago
Responsibly ⭐ 41
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
most recent commit 3 years ago
Awesome Ml Fairness ⭐ 32
Papers and online resources related to machine learning fairness
most recent commit a year ago
Fairness.jl ⭐ 28
Julia Toolkit with fairness metrics and bias mitigation algorithms
most recent commit 2 years ago
Fairness ⭐ 27
R package for computing and visualizing fair ML metrics
total releases 6most recent commit a year ago
The 4 Most Depended On Fairness Ml Open Source Projects
Fairlearn ⭐ 1,727
A Python package to assess and improve fairness of machine learning models.
dependent packages 28total releases 19latest release July 27, 2023most recent commit 3 months agopypi fairlearn} Downloads
Fairgbm ⭐ 92
Train Gradient Boosting models that are both high-performance *and* Fair!
dependent packages 1total releases 7latest release September 22, 2022most recent commit 7 months agopypi fairgbm} Downloads
Fairmodels ⭐ 68
Flexible tool for bias detection, visualization, and mitigation
dependent packages 1total releases 6latest release October 08, 2021most recent commit 2 years ago
The 10 Latest Releases In Fairness Ml Open Source Projects
Fairlearn ⭐ 1,727
A Python package to assess and improve fairness of machine learning models.
dependent packages 28total releases 19latest release July 27, 2023most recent commit 3 months agopypi fairlearn} Downloads
Fairness Indicators ⭐ 327
Tensorflow's Fairness Evaluation and Visualization Toolkit
total releases 30latest release December 13, 2022most recent commit 3 months ago
Fairgbm ⭐ 92
Train Gradient Boosting models that are both high-performance *and* Fair!
dependent packages 1total releases 7latest release September 22, 2022most recent commit 7 months agopypi fairgbm} Downloads
Mcboost ⭐ 21
Multi-Calibration & Multi-Accuracy Boosting for R
total releases 4latest release April 25, 2022most recent commit 2 years ago
Fairmodels ⭐ 68
Flexible tool for bias detection, visualization, and mitigation
dependent packages 1total releases 6latest release October 08, 2021most recent commit 2 years ago
Fairness ⭐ 27
R package for computing and visualizing fair ML metrics
total releases 6latest release April 14, 2021most recent commit a year ago
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