Shinhwan Kang
About Me
Please refer to https://sites.google.com/view/shinhwankang/
Contact me
Education
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)
Experience
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
Publications
Are Edge Weights in Summary Graphs Useful? - A Comparative Study
Shinhwan Kang
, Kyuhan Lee, and Kijung Shin
PAKDD 22
Projects
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)
Extra Curricular Activites
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)
Award / Recognition
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.
Interestes & Activities
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