Hi, I am Duseok

Duseok Kang

Ph.D. at CAPLAB in Seoul National University

I’m a software architect. I’ve work extensively with deep learning, from hardware architecture to applications. I will receive a Ph.D. degree in computer science and engineering from Seoul National University, Seoul, Korea, in Feb 2021. I am interested in the deep learning and the HW/SW co-design. I am working on an neural processing unit (NPU) compiler.

Leadership
Team Work
Communication
Hard Working
Fast Learner
Problem Solving

Projects

Future proof embedded NPU systems design
Team Lead Dec 2020 - Present

Improve our NPU architecture to support several non-convolutional deep learning operations. Build and optimize the prototypes of multiple NPU systems.

Neural processor simulation and software optimization for embedded devices
NPU Compiler Team Lead Oct 2018 - Oct 2020

Propose a new NPU architecture (MIDAP), implement a simulator, and conduct research on the compiler and the micro architecture.

Deep learning inference optimization technique for mobile platforms with heterogeneous hardware accelerators
Team Lead Apr 2018 - Mar 2019

Methodology for scheduling deep learning applications with heterogeneous hardware accelerators

Embedded DNN Optimization for Autonomous Driving
Team Lead Dec 2017 - Apr 2018

Optimization methodology of object detection deep learning application for autonomous vehicles

Samsung Reconfigurable Processor (SRP) simulator implementation and verification, SRP structure memory optimization study
Team Lead Nov 2015 - July 2016

Implement the previous version of embedded accelerator simulator and optimize memory architecture on the accelerator.

Fault Injection based Hardware Fault Reproduction and Detection
Researcher Aug 2015 - Nov 2015

A study on fault injection method at the Linux kernel level using KGDB

Experiences

1
CAPLAB in Seoul National University

Jan 2014 - Feb 2021, Seoul in South Korea

Student Researcher (Ph.D. Student)

Mar 2016 - Feb 2021

Student Researcher (M.S. Student)

Mar 2014 - Feb 2016

Intern

Jan 2014 - Feb 2014

  • Study Internet of Things (IoT)
  • Implement several applications on Arduino board

Education

Skills

Recent Posts

Achievements

Excellent Presenter

Winner

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