ITML

Courses at Yonsei University

Current undergraduate and graduate courses taught at Yonsei University. I won the Excellence in Teaching Award in 2023.

Undergraduate

STA2105

Statistical Methods

Basic concepts and methods of statistics.

STA4122

Information Theory for Data Science

The intersection of information theory, machine learning, and data science.

STA4123

Introduction to Optimization for Data Science

Optimization foundations for data science.

Graduate

STA9078

Recent Advances in Large-scale Machine Learning

Papers from the last five years on the theory and practice of large-scale ML.

STA9081

Recent Advances in Theoretical Machine Learning

Recent papers on theoretical machine learning.

STA9200

Advanced Deep Learning Theory

Approximation, optimization, and generalization in deep learning.

Teaching & tutoring at KAIST

  • Introduction to AI · Lecturer · Seongnam–KAIST Next-Gen ICT Center Fall 2020
  • EE485 MyEE · Head TA · 180-student course Spring & Fall 2017
  • EE321 Communications Engineering · Head TA Fall 2015, Spring 2016
  • EE528 Random Processes · Tutor Spring 2019
  • EE202 Signals and Systems · Tutor Spring 2015, 2016
  • EE102 Calculus II · Tutor Fall 2014