DA-GA3001: Modern Topics in Statistical Learning Theory

Center for Data Science, New York University, Spring 2024

Instructor: Qi Lei

Welcome to the DA-GA3001 course webpage for Spring 2024.

Syllabus

syllabus

Scribed Notes (for Unit 2 and 3)

Unit 1: Foundamentals of Deep Learning Theory

Spring 2023 lecture notes

Unit 2: Feature learning

Lecture 8: Meta representation learning

Lecture 9: Self-supervised learning

Lecture 10: Data Augmentation

Unit 3: AI safety

Lecture 11: Copyright and watermark

Lecture 12: Data privacy 1

Lecture 13: Data privacy 2