Working Experience
- Machine Learning Engineer @Quora, 09.2021 -
- In distribution team (contents recommendation)
- Setup hypothesis - qualitatively evaluate - implement - run experiment
Education
Topics in Interest
- Recommendation System
- General Data Science
- Explainable Artificial Intelligence
- Robustness Certification of Neural Networks
- Artificial Intelligence Ethics
Publications
- Scalable Polyhedral Verification of Recurrent Neural Networks / CAV 2021
- Wonryong Ryou, Jiayu Chen, Mislav Balunovic, Gagandeep Singh, Andrei Dan, Martin Vechev
- Prediction of atomic configuration in binary nanoparticles by genetic algorithm / Journal of the Korean Ceramic Society 48 (6)
- JS Oh, WR Ryou, SC Lee, JH Choi
Research Experience
- Master’s Thesis @LatticeFlow, 10.2020 - 05.2021
- Transforming images semantically with several generative approaches, including GANs
- Interpreting the inference for human perception
- Handling VAE, InfoGAN, ACGAN, CycleGAN, StyleGAN, partial convolution, etc.
- Student Research Assistant @SRI lab (supervisor: Prof. Dr. Martin Vechev), 06.2019 - 10.2020
- Undergraduate Intern @hci+d lab (supervisor: Prof. Dr. Joonhwan Lee), 10.2016 - 02.2017, 07.2017 - 12.2017
- Research and application to automated formal reporting system based on Korean language
- HCI approach for user case segmentation of machine generated earthquake alert
- Research Commissioner @KETI (supervisor: Senior Researcher Youngmin Ji), 01.2014 - 02.2014
- Visualized real-time building energy consumption with WebGL and three.js
Teaching Experience
- Undergraduate Teaching Assistant @Seoul National University (instructor: Jonghwan Oh), 09.2017 - 12.2017
- Introduction to Information-Culture Technology
- Taught fundamental concepts of programming and basic coding skills to novice-level undergraduates in a mandatory course of Information and Multimedia Culture
- Assessed student assignments (7 individual assignments, 1 team project) and answered questions from online/offline
Awards and Honors
- National Scholarship for Science and Engineering from KOSAF
- Four-year full tuition scholarship for Seoul National University
- Third Place from ACM-ICPC Asia Daejeon Regional Contest
- Ranked 3rd among the participants as a team member of 7HAH
- Standing
- Third Prize from SNUCSE Programming Contest
- Ranked 3rd among the CSE undergraduates
- Bronze Medal from IOI 2010
- Silver Medal from APIO 2010
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