Evolving Software to be ML-Driven Utilizing Real-World A/B Testing: Experiences, Insights, Challenges

Paul Luo Li,Xiaoyu Chai,Frederick Campbell,Jilong Liao, Neeraja Abburu, Minsuk Kang,Irina Niculescu, Greg Brake, Siddharth Patil, James Dooley,Brandon Paddock

2021 IEEE/ACM 43rd International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP)（2021）

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摘要

ML-driven software is heralded as the next major advancement in software engineering; existing software today can benefit from being evolved to be ML-driven. In this paper, we contribute practical knowledge about evolving software to be ML-driven, utilizing real-world A/B testing. We draw on experiences evolving two software features from the Windows operating system to be ML-driven, with more tha...

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关键词

Technological innovation,Operating systems,Software algorithms,Machine learning,Software,Testing,Software engineering

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