正确使用机器学习云api的复制

2021 IEEE/ACM 43rd International Conference on Software Engineering: Companion Proceedings (ICSE-Companion) Pub Date : 2021-05-01 DOI:10.1109/ICSE-Companion52605.2021.00066

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

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引用次数: 0

摘要

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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A Replication of Are Machine Learning Cloud APIs Used Correctly

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.

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2021 IEEE/ACM 43rd International Conference on Software Engineering: Companion Proceedings (ICSE-Companion)

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