Shinhwan Kang

Korea Advanced Institute of Science and Technology (KAIST)

M.S. in Graduate School of AI

Mar. 2021 —

Korea University

Undergraduate - Bachelor of Engineering in Computer Science and Engineering

Mar. 2017 — Feb. 2021

• Total GPA of 3.99 (94.2/100), Major GPA of 4.09
• an honor student for the semester(2017-Spring Semester, 2017-Fall Semester, 2019-Fall Semester)
• an highest honor student for the semester(2018-Spring Semester, 2018-Fall Semester, 2019-Spring Semester, 2020-Spring Semester, 2020-Fall Semester)

KAIST Data Mining Lab, KAIST

Individual Researcher (Advisor - Kijung Shin)

Jul. 2020 - Feb. 2021

• Research on Graph Algorithm!

DMIS(Data Mining & Information System) Laboratory, Korea University

Undergraduate Researcher (Advisor - Jaewoo Kang)

Mar. 2018 - June. 2020

• Participated in a Lead Optimization Project and many studies for machine learning (deep learning)

Application Developer

POG

May. 2019 — Aug. 2019

• Developed minimum viable product for Android application service.

Brain Engineering Laboratory, Korea University

Undergraduate Researcher (Advisor - Sunhee Kim)

Feb. 2019 - Jul. 2019

• Participated in projects for collecting and processing brain signal data
  • Real-time intelligent emotional technology based on multi-modal brain signal

Are Edge Weights in Summary Graphs Useful? - A Comparative Study

Shinhwan Kang, Kyuhan Lee, and Kijung Shin

PAKDD 22

Project for Graduation

Mar. 2020 - Jun. 2020

• Term Project in Project for Graduation(COSE487(00)-2020S)(Python with Pytorch, RDKit)
  • Lead Optimization

Emotion Recognition

Mar. 2020 - Jun. 2020

• Term Project in Natural Language Processing(NLP)(COSE461(01)-2020S)()
  • Emotion Recognition with BERT and KoBERT
  • Dataset = English(Drama "Friends" dastaset) and Korean(Naver Movie Review's rating)
  • My part is KoBERT part.

Playing Street Fighter II with Deep Reinforcement Learning

Sept. 2019 - Dec. 2019

• Term Project in Machine Learning (COSE362-2019F)(Python with gpu-Tensorow)
  • Aim to beat the Street Fighter AI (normal mode) by implementing Deep Q-Network, A2C, Curriculum learning etc.
  • My part is DQN implementation and experiments with DQN.

Vaccination via prehand exposure to adversary examples

Sept. 2019 - Dec. 2019

• Term Project in Deep Learning (COSE474-2019F)(Python with Pytorch)
  • Aim to create robust image by adversarial training using gradient-based approach(PGD, FGSM) and network-based approach(P-ATN, AAE-ATN, adv-GAN)

Product recommendation system using age, gender information

Mar. 2019 - Jun. 2019

• Term Project in Data Science (COSE471-2019S)(Python)
  • By analyzing purchase data in a certain gender and age range, proposing a new algorithm that recommends products when new consumers enter the range.

Making AI for playing Connect Four

Mar. 2019 - Jun. 2019

• Term Project in Articial Intelligence (COSE361-2019S)(C)

Microsoft Student Partner Developer

Microsoft

Jul. 2017 — Aug. 2018

• Announcing Microsoft''s Azure Service through presentation
  • Recommendation System with Azure Machine Learning (Nov. 2017, Dec. 2017)
  • Continuous distribution of Web App Using GitHub (Jun. 2018)
  • Azure Functions & Cognitive API (Jul. 2018)
• Attending the Asia-Pacic Microsoft Students Partners Summit (APAC MSP Summit) at National University of Singapore (NUS) in Singapore on 2018.05.18-20.

Student Council

Korea University College of Information

Mar. 2017 — Nov. 2018

• Chairman of Welfare and Culture Department (Mar. 2017 - Nov. 2017)
• Member of Education and Welfare Department (Nov. 2017 - Nov. 2018)

Project for Graduation Competition

Korea Univ. Computer Science and Engineering

Jun. 2020

• 1st place
• Lead Optimization
• http://cs.korea.ac.kr/cs/board/notice_under.do?mode=view&articleNo=157136

AI Dataset Challenge

SELECT STAR

April. 2020

• 3rd place
• Propose business ideas that can be realized with new datasets that do not currently exist.

SKT & SKB (T&B) code challenge

SKT oksusu

Aug. 2018

• Encouragement Prize
• Participating as auxiliary member
• Collecting and Preprocessing the historical data of oksusu/B tv content viewed.

Jiu-jitsu , CHECKMAT KOREA SMK GYM

Dec, 2017 -

• Blue Belt
  • Promoted on May 1, 2019

Running

Mar, 2018 -

• KUTR(Korea University Tigers Run)
  • Mar, 2018 -
  • If you interest, visit my Instagram!

Educational Volunteering

Regularly

• Korea University Summer Vision Camp By KUSSO
  • Jeju Siheung Elementary School on Jul 28, 2019 - Aug 3, 2019
  • Goseong Kujin Elementary School on Aug 6, 2018 - Aug 10, 2018
  • Wando HwaHueng Elementary School on Jul 31, 2017 - Aug 04, 2017