Course Description

This course provides a broad introduction to key research areas and modern techniques in AI computing. It is organized into five two-week modules taught by five faculty members, with each module reflecting the instructor's area of expertise.

In each module, students complete a hands-on mini-project that applies concepts from the lectures. Through these topics and mini-projects, students will develop a broad perspective on modern AI and gain practical experience applying AI techniques.

Instructors

Evaluation

Five Mini-Projects, 20% each

Attendance is required. Students with more than two unexcused absences will receive a failing grade (F).

Schedule

Subject to change

Week Date Location Session Instructor TA Topics
1 E3-1
Room 1104
Lecture 1 Minhyuk Sung Yunjae Jeong Introduction to Generative Modeling; Fundamentals of Generative Modeling
2 E3-1
Room 1104
Lecture 2 Minhyuk Sung Yunjae Jeong Challenges in Generative Modeling; Mini-Project Presentation
3 No Class Course Break
4 No Class Chuseok Holiday
5 E3-1
Room 1104
Lecture 3 Seunghoon Hong Yeonwoo Cha Introduction to Computer Vision; Learning to Understand Pixels I
6 E3-1
Room 1104
Lecture 4 Seunghoon Hong Yeonwoo Cha Learning to Understand Pixels II; Mini-Project Presentation
7 No Class Course Break
8 No Class Midterm Week
9 N1
Room 201
Lecture 5 Joyce Jiyoung Whang Chanyoung Chung Graph Machine Learning and Large Language Models; Knowledge Graph Question Answering
10 N1
Room 201
Lecture 6 Joyce Jiyoung Whang Chanyoung Chung Graph Neural Networks and Knowledge Graph Representation Learning; Mini-Project Presentation
11 E3-1
Room 1104
Lecture 7 Sungjin Ahn Hosung Lee Introduction to Reinforcement Learning; Learning from Rewards
12 E3-1
Room 1104
Lecture 8 Sungjin Ahn Hosung Lee Decision-Making in Reinforcement Learning; Mini-Project Presentation
13 No Class Undergraduate Admissions Interviews
14 N1
Room 201
Lecture 9 Uichin Lee Somin Park Human-Computer Interaction and Human-AI Interaction; Human-AI Interaction
15 N1
Room 201
Lecture 10 Uichin Lee Somin Park Responsible AI and Ethics; Mini-Project Presentation
16 No Class Final Exam Week