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Jul, 2019
机器学习模型的交互式探查工具
The What-If Tool: Interactive Probing of Machine Learning Models
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James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda Viegas...
TL;DR
本论文介绍了一种名为What-If Tool的开源应用程序，它可以帮助从业人员在具有最小编码要求的情况下对机器学习系统进行探索、可视化和分析，并支持在虚拟情境下测试性能，在数据的不同子集和多个模型之间可视化模型行为，并通过多个机器学习公平度量衡量系统性能。
Abstract
A key challenge in developing and deploying
machine learning
(ML) systems is understanding their
performance
across a wide range of inputs. To address this challenge, we created the
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