ML-theory-class

Theoretical Machine Learning (APPM 4490/5490) class, Spring 2024, at CU Boulder

This github repo has a mix of new (Spring 2024) and old material (from when I previously taught it Spring 2020 under the special topics number APPM 7400, and from Spring 2022)

Syllabus

The old syllabus for Spring 2020 is APPM7400_Spr20_TheoreticalML_syllabus.pdf. This is not for Spring 2022.

What we cover:

• A day-by-day lecture schedule from Spring 2024
• A day-by-day lecture schedule from Spring 2022
• A day-by-day lecture schedule from Spring 2020, not for spring 2022.

Previous versions of the course

• This is taught Spring 2024 as APPM 4490/5490 (instructor: Stephen Becker, Applied Math dept)
• This is taught Spring 2022 as APPM 4490/5490 (instructor: Stephen Becker, Applied Math dept)
• In Spring 2021, this course is CSCI 7000, APPM 5590, APPM 4490 taught by Bo Waggoner, CS dept
• This was taught as a special topics course in Spring 2020 (instructor: Stephen Becker, Applied Math dept)

Student projects

Spring 2024:

Spring 2022:

Spring 2020: