Jin-woo Lee
Research Professor at KAIST

Research Interest

  • Machine Learning - Federated Learning, Multi-Task Learning, Reinforcement Learning
  • Cloud Computing - Fault Tolerance, Task Allocation
  • Optimization Theory - Multi-Objective Optimization, Convergence Analysis

Education


Publication


Award and Grant

  • 1st Prize, Biomedical Object Detection Contest, AIFactory, 2020 (~USD 1,500)
  • Paper Competition Award, Qualcomm-KAIST Innovation Awards, 2018 [photo]
    • 10 out of 37 submissions (~USD 5,000)
  • Outstanding Service Award, Graduate School of Knowledge Service Engineering, 2016 [photo]
  • Appreciation Award, Korea Central Council of Social Enterprise, 2016
  • Best Paper Award, Korea Computer Congress, 2015 [photo]
  • KT ICT Prize, BigContest (Sales Prediction), KT & Korea Big Data Forum, 2014 [article] [photo]
    • 10 out of 386 teams (~USD 1,000)
  • National Scholarship, 2013 ~ 2019
  • Lee Sangwan Scholarship, 2012
  • 1st Prize, Evernote Hackathon, 2012 [article] [photo] (~USD 5,000)
  • The Army Achievement Medal, Department of the United States Army, 2010 [photo]

Leadership

  • Student Representative, Data Mining Lab., 2018 ~ 2019
  • Student Representative, Graduate School of Knowledge Service Engineering, 2016
  • Kim Younghan Global Leader Scholarship, 2015 ~ 2016
  • Senior KATUSAKorean Augmentation to the United States Army, 2010 [photo]

Professional Activity

  • Advisory Board, AI advisor, HAXBY, 2020
  • Invited Talk
    • Introduction to AI, KISDI, 2020, [link]
    • Advances and Open Problems in Federated Learning, NOTA, 2020
  • Research Professor, KAIST, 2020 ~ 2021
  • Big Data System Architect, KISTI, 2020
  • ReviewerInt'l Conf. on Communications, 2019
  • Java Programming Instructor, KAIST IT Academy, 2016 ~ 2017
  • Invited Developer Showcase Panel, Evernote Trunk Conference, 2012 [article]
  • Android Programming Instructor, 2012 ~ 2013
    • Younghoon International Middle School [photo]
    • Hankuk Academy of Foreign Studies [app]
  • Internship, Global Technology Services, IBM Korea, 2012

Software

  • Open Source
    • 수학으로 풀어보는 강화학습 원리와 알고리즘 (Maintainer, ⭐20+), 2020 [repository]
    • FL-Sim: Federated Learning Simulator (Maintainer, ⭐20+), 2020 [repository]
    • LetsPic-DL: Distributed Fine-Tuning of CNNs for Image Retrieval on Multiple Mobile Devices (Contributor, ⭐10+), 2019 [repository]
    • MTA: Mobile MapReduce Task Allocation Simulator (Maintainer, ⭐10+), 2019 [repository]
    • KSE the Genius: Social Quiz Platform (Contributor), 2016 [repository] [screenshot]
  • Deployed