fairness · GitHub Topics | GitHub 中文社区

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.

人工智能 fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder

Python2.48 k

14 天前

fairlearn

@fairlearn

#计算机科学#A Python package to assess and improve fairness of machine learning models.

翻译 - 一个Python包，用于评估和提高机器学习模型的公平性。

fairness-ml fairness-ai fairness 机器学习人工智能 unfairness-mitigation fairness-assessment responsible-ai harms

Python1.97 k

6 天前

responsible-ai-toolbox

Microsoft@microsoft

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 libr...

ui responsible-ai 数据科学 fairness fairness-ml fairness-ai explainable-ai explainable-ml explainability 机器学习

TypeScript1.42 k

1 个月前

easyFL

@WwZzz

#计算机科学#An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning wit...

PyTorch federated-learning distributed-computing 深度学习 fairness 机器学习

Python188

3 年前