A Replication of Are Machine Learning Cloud APIs Used Correctly

Chengcheng Wan, Shicheng Liu, H. Hoffmann, M. Maire, Shan Lu
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Abstract

This artifact aims to provide benchmark suite, data, and script used in our study "Are Machine Learning Cloud APIs Used Correctly?". We collected a suite of 360 non-trivial applications that use ML cloud APIs for manual study. We also developed checkers and tool to detect and fix API mis-uses. We hope this artifact can motivate and help future research to further tackle ML API mis-uses. All related data are available online.
正确使用机器学习云api的复制
该工件旨在提供基准套件、数据和脚本,用于我们的研究“机器学习云api是否被正确使用?”我们收集了一套360个重要的应用程序,这些应用程序使用ML云api进行手工研究。我们还开发了检查器和工具来检测和修复API的误用。我们希望这个工件可以激励和帮助未来的研究进一步解决ML API的误用问题。所有相关数据均可在线获取。
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