cv
Education
- 2016 - 2022
Doctor of Philosophy (PhD) in Physics
Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea
- Supervised by Prof. Hawoong Jeong.
- Dissertation: "Nonequilibrium Statistical Physics Study using Deep Learning."
- 2011 - 2015
Bachelor of Science (BS) in Physics
Seoul National University (SNU), Seoul, South Korea
- Major in Physics and Minor in Computer Science & Engineering.
Employment History
- 2022 - Current
Senior Researcher
Institute for Basic Science (IBS)
- Data Science Group, Center for Mathematical and Computational Sciences.
- Hosted by Prof. Meeyoung Cha (Chief Investigator).
- Sep. 2017 - Dec. 2017
Machine Learning Intern
Samsung Electronics
- Collaborated with Daniel Kim (Senior Data Scientist).
- Improved anomaly image classification tasks via distributed multi-GPU training methods of Keras and Spark.
- Implemented a distributed image searching framework to detect similar patterns in images through Elasticsearch.
Research Interests
- Artificial Intelligence (AI), Deep Learning, Machine Learning, Interpretable AI, Mechanistic Interpretability, Large Language Models (LLMs), Data Science, AI for Physics, Statistical Physics, Nonequilibrium Physics, Neuroscience, Brain-Inspired AI, Learning & Memory