Jun Yi
I am currently a CS Ph.D. student at University of Nevada Reno. I am advised by Dr. Feng Yan who is director of Intelligent Data and Systems Lab (IDS Lab). My recent research interests are Deep Learning Systems, Cloud Computing, Distributed System, Federated System,
Cloud Computering, Big Data Systems, Software System Design and development. My research goal is to develop adaptive consistency mechanisms for deep learning applications by exploring the trade-offs between performance and consistency.
I have worked at Nanyang Technological University Singapore as Assistant Engineer on various research and industrial projects. Before joining UNR, I recevied my B.S. and my Master from Southwest Jiaotong University China, where I studied and worked on EE and won the Outstanding Graduates in 2011 and 2013.
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Research
I'm focusing on Machine Learning/Deep Learning, High Performance Computing, Cloud Computing, Distributed Systems, System Design, GNN, Big Data areas
and the cross-disciplinary topics among them and others. My papers are highlighted.
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Project: A High-Performance, Compression-Aware Framework for Data Parallel DNN Training
Project Member : Jun Yi, Dr. Feng Yan, Dr. Cheng Li, Youhui Bai,
Dr. Ruichuan Chen
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Project: Hyperparameter Optimization for Federated Learning
Project Member : Jun Yi, Dr. Feng Yan, Syed Zawad
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Project: Efficient Deep Learning under Geo-distributed and Cloud Environment
Project Member : Jun Yi, Dr. Feng Yan
Investigate the computing and communication trade-off of deep learning applications and propose a framework for scheduling large-scale deep learning tasks in cloud.
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Gradient Compression Supercharged High-Performance Data Parallel DNN Training
Youhui Bai,
Cheng Li,
Quan Zhou,
Jun Yi,
Ping Gong,
Feng Yan,
Ruichuan Chen,
Yinlong Xu
in Proceedings of the 28th ACM Symposium on Operating Systems Principles (SOSP 2021), Virtual, October, 2021 (Acceptance rate: 54/348=15.5%)
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CS202 C++ - Fall 2017 and Spring 2018
MATH181 CALCULUS I - Fall 2018 and Spring 2019
MATH176 Introductory Calculus - Fall 2019 and Spring 2020
CS302 Data Structures - Spring 2021 and Fall 2021
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Aug. 2017 - Jul. 2022 (Expected), Department of Computer Science and Engineering,
University of Nevada, Reno
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Ph.d, Computer Science.
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Aug. 2011 - Jul. 2014 , Department of Electrical Engineering,
Southwest Jiaotong University
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Master of Engineering, Electrical System Information Technology.
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Aug. 2007 - Jul. 2011 , Department of Electrical Engineering,
Southwest Jiaotong University
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Bachelor of Science, Electric Engineer.
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