Last updated: Nov 04, 2021

Avatar
Minkyoung Cho
I am a researcher at Samsung Advanced Institute of Technology, Samsung Electronics. My research interests include Systems for Machine Learning, Machine Learning for Systems, Neural Network Optimization for Real-time Systems, On-device AI, and Hardware-efficient Machine Learning Algorithms.

Education

  • M.S. in Computer Science, KAIST, 2017
    Advisor: Dr. Younghee Lee
  • B.S. in Computer Science and Engineering, Ewha Womans University, 2015
    Summa Cum Laude

Publications

Patents

  • “Appratus and Method for Channelwise Neural Network Compression”
    Wonjo Lee, Youngmin Oh, and Minkyoung Cho
    • Republic of Korea Patent Application No. 20200132151. Filed Oct 13, 2020.
  • “Method for Zero-shot Pruning without Retraining”
    Minkyoung Cho, Searom Choi, and Seungwon Lee
    • Republic of Korea Patent Application No. 20200128136. Filed Oct 5, 2020.
    • U.S. Patent Application No. 17/191954. Filed Mar 8, 2021.
    • China Patent Application No. 202110246596.3. Filed Mar 5, 2021.
  • “Method of Replacing Bilinear Interpolation with Depthwise Transposed Convolution”
    Donghyeok Kwon and Minkyoung Cho
    • Republic of Korea Patent Application No. 20200111842. Filed Apr 29, 2020.
  • “A Method and An Apparatus for Performing Convolution Operations”
    Songyi Han, Minkyoung Cho, and Seungwon Lee
    • U.S. Patent Applicatio No. 16/897461. Filed Jun 10, 2020.
    • Republic of Korea Patent Application No. 20190175484. Filed Dec 26, 2019.
  • “Method and Apparatus for Performing Pruning of Neural Network”
    Minkyoung Cho, Wonjo Lee, and Seungwon Lee
    • Japan Patent Application No. 2020-146931. Filed Sep 1, 2020.
    • U.S. Patent Applicatio No. 16/835532. Filed Mar 31, 2020.
    • China Patent Application No. 202010175256. Filed Mar 13, 2020.
    • Republic of Korea Patent Application No. 20190113527. Filed Sep 16, 2019.

Experience