fairness-ml

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fairlearn /fairlearn

Star2.2k

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

machine-learning ai artificial-intelligence fairness ai-systems fairness-ai fairness-ml responsible-ai unfairness-mitigation fairness-assessment harms group-fairness

UpdatedFeb 8, 2026
Python

microsoft /responsible-ai-toolbox

Star1.7k

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.

visualization data-science machine-learning widget ui jupyter widgets ml data-visualization data-analysis machinelearning fairness interpretability error-analysis explainable-ai explainable-ml fairness-ai explainability fairness-ml responsible-ai

UpdatedFeb 6, 2026
TypeScript

ZhiningLiu1998 /awesome-imbalanced-learning

Star1.5k

😎 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

machine-learning awesome deep-learning ensemble-learning awesome-list class-imbalance imbalanced-data imbalanced-learning skewed-data fairness-ml imbalanced-classes imbalanced-classification fair-ml

UpdatedFeb 25, 2025

vanderschaarlab /synthcity

Star637

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

machine-learning privacy tabular-data pytorch generative-model data-augmentation synthetic-data fairness-ml

UpdatedFeb 11, 2026
Python

tensorflow /fairness-indicators

Star358

Tensorflow's Fairness Evaluation and Visualization Toolkit

tensorflow fairness-ml fairness-indicators

UpdatedAug 4, 2025
Python

litian96 /fair_flearn

Star255

Fair Resource Allocation in Federated Learning (ICLR '20)

distributed-optimization federated-learning fairness-ml alpha-fairness

UpdatedDec 2, 2023
Python

twitter-research /image-crop-analysis

Star253

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

machine-learning research computer-vision image-processing bias fairness fairness-ml

UpdatedOct 25, 2021
Jupyter Notebook

cvs-health /langfair

Star253

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

python ai artificial-intelligence bias fairness ai-safety fairness-testing bias-detection fairness-ai fairness-ml responsible-ai ethical-ai large-language-models llm llm-evaluation llm-evaluation-framework llm-evaluation-metrics

UpdatedJan 9, 2026
Python

dccuchile /wefe

Star183

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!

nlp library word-embeddings python3 nlp-library bias-reduction bias-detection fairness-ai fairness-ml word-embedding-evaluation word-embedding-fairness

UpdatedNov 24, 2025
Python

linkedin /LiFT

Star174

The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

machine-learning scala spark linkedin fairness fairness-ai fairness-ml

UpdatedDec 19, 2025
Scala

laura-rieger /deep-explanation-penalization

Star128

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