Fairlearn is an open source project to help practitioners assess and improve fairness of artificial intelligence (AI) systems. The associated Python library, also named fairlearn, supports evaluation of a model's output across affected populations and includes several algorithms for mitigating fairness issues. Grounded in the understanding that fairness is a sociotechnical challenge, the project integrates learning resources that aid practitioners in considering a system's broader societal context.

翻译：Fairlearn是一个开源项目，旨在帮助从业者评估和改进人工智能（AI）系统的公平性。其配套的Python库（亦名为fairlearn）支持评估模型输出对受影响人群的影响，并包含多种用于缓解公平性问题的算法。基于公平性是一项社会技术挑战的认知，该项目整合了学习资源，帮助从业者考虑系统更广泛的社会背景。