[Colloquium] Shinan Liu Candidacy Exam/Mar 20, 2024
Megan Woodward
meganwoodward at uchicago.edu
Tue Mar 19 09:50:49 CDT 2024
This is an announcement of Shinan Liu's Candidacy Exam.
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Candidate: Shinan Liu
Date: Wednesday, March 20, 2024
Time: 10:15 am CT
Remote Location: https://uchicago.zoom.us/j/95451736645?pwd=d0NKQi9XTnlEd3pOcU9RUkh6MlVXdz09
Location: JCL 298
Title: Operationalizing Machine Learning for Networks
Abstract: The landscape of computer networking has witnessed a rapid expansion, with machine learning (ML) models playing an increasingly vital role in network management, such as capacity planning, home network automation, and service recognition. Operationalizing ML in networking, unlike traditional ML pipelines, presents unique challenges attributable to the specific traits of network data. Factors such as the presence of diverse forms of concept drift, a lack of data integrations, and the system's need to accommodate substantial traffic volumes, all contribute to these complexities. In this talk, I will talk about my recent endeavors on how to effectively solve these challenges, and make ML practical for networking tasks.
Advisors: Nick Feamster
Committee Members: Nick Feamster, Sanjay Krishnan, Junchen Jiang, and Zakir Durumeric
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