Undergraduate Courses

• Pattern Recognition & Deep Learning (패턴인식과 딥러닝)

• Biomedical Signal Processing (의용신호처리)

• Electrical Engineering for Mechanical Engineers (기계전자)

• Numerical Methods (수치해석)

Graduate Courses

• Deep Learning (딥러닝, 인공지능융합전공) on YouTube

• Big Data Analysis using Deep Learning (딥러닝 기반 빅데이터 분석, BK 스마트팩토리) 

• Magnetic Resonance Imaging & Reconstruction (자기공명영상및복원) on YouTube 

Invited Lectures

• Generative models in medical imaging (BK21 Smart Factory 교육연구단 워크샾, 2024.02.06) on YouTube

• Deep learning: Technical basics (대한자기공명의과학회 2023년 연수교육, 2023.07.01) on YouTube  

• MR angiography (대한자기공명의과학회 2022년 연수교육, 2023.06.18) on YouTube 

Important Undergraduate Courses for Machine Learning Research (in general)

• Linear Algebra

• Numerical Methods

• Optimization

• Machine Learning Theory

• Signal (Image) Processing

• Random Process

• Strong Python Coding Skill