Large-scale Machine Learning Systems Lab.
@ Inha University
대형 머신러닝 시스템 연구실
Professor
Sunwoo Lee, Ph.D.
Assistant Professor
Department of Computer Engineering
Inha University
Email: sunwool@inha.ac.kr
Biography
Sunwoo Lee is a tenure-track assistant professor in Computer Engineering at Inha University. Before joining Inha, he used to work as a postdoctoral researcher at University of Southern California (USC), under the supervision of Prof. Salman Avestimehr in the viTAL Lab. He earned his Ph.D. in 2020 at Northwestern University. He was a member of CUCIS and advised by Prof. Alok Choudhary and Prof. Wei-keng Liao. Prior to that, he received his M.S. and B.S. in 2009, both at Hanyang University, South Korea. Before receiving his Ph.D., he worked as a system software researcher at Samsung Electronics, Memory Division. His research interests lie in the intersection of Machine Learning and High-Performance Computing. Specifically, he focuses on designing, developing, and evaluating scalable Machine Learning algorithms that fully utilize the available hardware resources.
Students
Graduate Students
Research Interests:
Generalization performance-focused Deep Learning
Sharpness-Aware Minimization (SAM)
Research Interests:
Heterogeneous Federated Learning
Knowledge distillation-based scaling
Undergrads (학부연구생)
Hyuntak Shin
신현탁
Research Interests:
Heterogeneous Federated Learning
Model decomposition
Chaewoon Chung
정채운
Research Interests:
Computation-efficient attention mechanism
Scaling Transformer
Juyeon Lee
이주연
Research Interests:
Model aggregation methods
Asynchronous Federated Learning
HI-Tech 1410, Inha University, 100 Inha-ro, Michuhol-gu, Incheon 22212, South Korea
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