Recent Advances in Deep Learning (AI602, Spring 2024)

Deep learning is a new area of machine learning research, which have demonstrated states-of-the-art performance on many artificial intelligence tasks, e.g., computer vision, speech recognition and natural language processing. In this lecture, I will cover some of recent advances in this area.

Announcement

• The maximum number of course registrations is around 60, and we cannot accept more now (do not send an email to Instructor or TA).

Schedule

• Lecture 0: Introduction to AI602

• Lecture 1: Recent neural architectures for vision I: Discriminative models

• Lecture 2: Recent neural architectures for vision II: Generative models

• Lecture 3: Recent neural architectures for language

• Lecture 4: Foundation models for language

• Lecture 5: Foundation models for vision

• Lecture 6: ML Safety and out-of-distribution detection

• Lecture 7: Neural fields and high-dimensional vision

Contact

Instructor: Jinwoo Shin (jinwoos@kaist.ac.kr)
TA: Kyungmin Lee (kyungmnlee@kaist.ac.kr)