About Me
My Interest
- Solving real-world problems across various domains using machine learning and deep learning.
- Computer Vision and Image Processing, especially object detection and behavior analysis.
- Generative models for creative applications such as music generation and style transfer.
- Research on model interpretability and performance improvement.
- Building deployable AI systems with efficient inference and scalable architectures.
Tech Stack
- Programming: Python, Java, C, C++
- ML/DL Frameworks: PyTorch, TensorFlow/Keras
- CV: OpenCV, YOLO
- DevOps: Git, Flask, FastAPI
Projects
Music Generation with Machine Learning
RESEARCH
Style-VT: Style Conditioned Chord Generation by Variational Transformer with Chord Substitution
K.Song, D.Seo, J.Na, and H.Yang
IEEE Access, vol. 13, pp. 125207-125216, July 2025.
Variational Transformer와 대리 코드 이론을 적용한 스타일 기반 음악생성 모델
송교원, 서동영, 나준수, 양희철
Korean Institute of Information Scientists and Engineers
← Research poster at KIISE 2024
DEVELOPMENT
← Paper Code
← Project Under Development (Web App)
AI in Weather Forecast
기상 데이터 이미지화를 통해 관측소 위치 정보를 활용한 ConvLSTM 기반 미세먼지 농도 예측 모델
김성윤, 송교원, 차영은
Korean Institute of Information Scientists and Engineers
AI Behavior Detection Model
← Educational Concentration Analysis AI Model (Collaborated with Samsung)
← Vehicle Occupant Pose Estimation AI Model (Collaborated with Hyeondai Transys)
← Exam Proctoring AI Model
Experience
Edint
AI Engineer Intern & Freelance AI Engineer
2024.06 - 2024.07 & 2024.11 - 2025.01
https://edint.kr/
AI-based service company founded through Samsung Electronics' in-house venture program, C-lab.
daily log
weekly log
- Development of AI Engines for Behavioral Patterns and Object Recognition
- Analysis of the licenses for the technologies and exploration of avoidance strategies
- Secured a contract with Samsung by demonstrating a behavior detection AI model
- Authored 2 papers about using ML techniq in several domains
- Gained hands-on experience by studying and implementing various machine learning model architectures
Education
Chungnam National University
Bachelor’s Degree. Computer Convergence
2019 - Current
- GPA: 3.95/4.5 (major: 4.01/4.5) ( July 2024)
A Little More About Me
Exchange student
Masarykova University, Czeck
2023.03 - 2023.07
- Received A+ grades in all courses taken
- Conducted official Korean language classes for local students (as a paid instructor for 10 weeks)
Sample Course Materials
Language training
University of Newcastle, Australia
2020.02 - 2020.03
- Awarded a full scholarship
- Graduated as the top language trainee
Awards
- Excellence Award, Korea Software Congress (2025)
- Special Award, Chungnam National University Project Fair (2024)
- Encouragement Award, Korea Software Congress (2024)
Certifications
- TOEIC : 850 (2025.03.30)