上海财经大学讲座预告| Improving the Correctness, Performance…
时间
TIME
2022年10月13日(星期四)上午9:00-10:30
地点
VENUE
#腾讯会议:945-113-200
主讲人
SPEAKER
Chengcheng Wan is a Postdoctoral Scholar at the University of Chicago. She received her Ph.D. in Computer Science from UChicago, advised by Professor Shan Lu. Her research focuses on improving ML-enabled software systems, especially for correctness, performance, and energy efficiency. Her research has led to first-author papers published at top conferences (ICSE*2, USENIX ATC, ICML). She is a recipient of Siebel Scholarship, the Microsoft Research Dissertation Grant, and the ACM SIGSOFT Distinguished Paper Award.
Her Personal website: http://people.cs.uchicago.edu/~cwan/
主题
TITLE
Improving the Correctness, Performance, and Energy Efficiency of Machine Learning Software Systems
摘要
ABSTRACT
An increasing number of software applications adopt machine learning (ML) to solve real-world problems. The offering of ML cloud APIs further eases such adoption. However, to obtain a correct, fast, and energy-efficient ML application, developers still face challenges in the design of three crucial parts: the application context that encloses the ML component, the system environment that the application executes upon, and the ML algorithm.
In this talk, I will present my research on improving ML applications in all these three parts. On the application side, I will first discuss our empirical study that shows how widespread and severe ML API misuse is in open-source ML applications. I will then present our techniques in testing ML applications and detecting ML API misuses. On the ML algorithm side, I will present our nested AnyTime DNN architecture that offers flexible tradeoffs among accuracy, performance, and energy efficiency. On the system side, I will present our runtime scheduler, ALERT, that dynamically configures neural networks and system resources to meet the runtime requirements in accuracy, performance, and energy efficiency.
(本文转载自上海财经大学 ,如有侵权请电话联系13810995524)
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