APC Lab.

Project Investigator

Jonghwan Choi

Ph.D. | Assistant Professor

Division of Software,
College of Information Science,
Hallym University

🐱 GitHub / 🏫 Scholar Google / 🍏 ORCID

Greetings!

I am Dr. Jonghwan Choi, currently serving as an Assistant Professor at the College of Information Science, Hallym University, located in the Republic of Korea.

My academic journey has been a dynamic and enriching one. I earned my Master's degree in Computer Engineering from Incheon National University in 2018, under the esteemed guidance of Professor Jaegyoon Ahn. Subsequently, I continued my academic pursuit at Yonsei University, where I successfully attained my Doctorate in Computer Science in 2023. Throughout this doctoral journey, I had the privilege of being under the guidance of the distinguished Professor Sanghyun Park, and my research was centered around "A Study of Goal-directed Molecular Optimization for AI-based Drug Design."

In terms of my research interests, my work encompasses a variety of compelling topics within the field of AI and molecular design. These areas include generative AI techniques for the creation of small molecules, the application of reinforcement learning algorithms for optimizing molecular properties, and the prediction of drug properties.

Please feel free to explore further and engage with the exciting developments in the realm of AI-based drug design and molecular optimization. Thank you for your attention, and I look forward to sharing more insights with you in the future.

🎓 Education

[2019.03 - 2023.08] Ph.D. | Computer Science | Yonsei University

Title: "A study of goal-directed molecular optimization for AI-based drug design"

[2016.02 - 2018.02] M.S. | Computer Science and Engineering | Incheon National University

Title: "Accurate prediction of breast cancer outcome by identification of heterogeneous prognostic genes"

[2009.03 - 2016.02] B.S. | Mathematics | Incheon National University

👤 Career

[2024.09 - present ] Adjunct Professor | Department of Computer Science, The Graduate School of Hallym University

[2024.11 - present ] R&D Planning Committee Member | AI Convergence Research Center, Hallym University

[2024.06 - present ] R&D Planning Committee Member | Medical and Bio-Convergence Research Institute, Hallym University

[2024.05 - present ] Director of Software Major Education | National Center of Excellence in Software, Hallym University

[2023.09 - present ] Assistant Professor | College of Information Science, Hallym University

[2022.09 - 2023.08] Lecturer | Department of Computer Science, Yonsei University

[2021.03 - 2022.11] AI Senior Scientist | UBLBio Corp., Republic of Korea

[2018.09 - 2019.01] Researcher | Kyunghee University

🏆 Awards

[2025] 2024 동계 교수세미나 / AI결합 좋은 수업상

[2021] Top 100 cancer papers for Scientific Reports in 2020 (https://www.nature.com/collections/aijhgffdjh)

[2021] 한국정보처리학회 춘계학술발표대회 / 우수논문상

[2020] 한국정보처리학회 추계학술발표대회 / 최우수논문상

[2019] 한국정보처리학회 춘계학술발표대회 / 우수논문상

📚 Courses

[2025-4] Database Basics (데이터베이스기초 / 소프트웨어학부 / 겨울학기)

[2025-2] Advanced Bioinformatics (고급생물정보학 / 일반대학원 컴퓨터공학과)

[2025-2] Machine Learning and Deep Learning Basics (머신러닝및딥러닝기초 / 소프트웨어학부)

[2025-2] Database Basics (데이터베이스기초 / 소프트웨어학부)

[2025-1] Generative Models (생성 모델 / 일반대학원 컴퓨터공학과)

[2025-1] Reinforcement Learning (강화학습 / 소프트웨어학부)

[2025-1] Machine Learning Programming (머신러닝 프로그래밍 / 인공지능융합학부)

[2025-1] Database System (데이터베이스시스템 / 소프트웨어학부)

[2024-2] Database Basics (데이터베이스기초 / 소프트웨어학부)

[2024-1] Machine Learning Programming (머신러닝 프로그래밍 / 인공지능융합학부)

[2024-1] Reinforcement Learning (강화학습 / 소프트웨어학부)

[2023-2] Text Information Processing (텍스트정보처리 / 소프트웨어학부)

[2023-1] Database System Application (데이터베이스시스템응용 / 연세대학교 일반대학원 컴퓨터과학과)

[2022-2] Database (데이터베이스 / 연세대학교 일반대학원 컴퓨터과학과)

📖 Peer Review Activities

npj Drug Discovery
Artificial intelligence in medicine
Communications chemistry
Engineering applications of artificial intelligence
Expert systems with applications
Molecular Diversity
BMC Bioinformatics
The Journal of Supercomputing
Scientific Reports

🛠️ Capstone Design

[2025-2] AI가 패션을 분석, 평가하고 개인 피드백과 스타일 추천을 제공하는 모델 (장종원, 최정환, 김영준)

[2025-1] 지역별 기준을 반영한 AI 기반 분리배출 앱 (양지원, 김민수, 김윤지)

[2025-1] LLM을 활용한 레시피 이미지 생성을 위한 프롬프트 최적화 프로젝트 (전진만, 김종현, 이재현)

[2025-1] Silver Stay: 고령층 및 장애인을 위한 AI 기반 숙소 추천 시스템 (정현우, 김석민, 김세중)

[2024-2] CanChem: AI를 활용한 분자구조 이미지 인식 앱 (김진혁, 박홍주, 송태웅, 이동민, 이연제)

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