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ML-theory-class

Theoretical Machine Learning (APPM 4490/5490) class, Spring 2026, at CU Boulder

This github repo has a mix of new (Spring 2026) and old material (from when I previously taught it Spring 2020 under the special topics number APPM 7400, and from Spring 2022 and 2024)

Syllabus

The old syllabus for Spring 2020 is APPM7400_Spr20_TheoreticalML_syllabus.pdf. This is not for the current semesters.

What we cover:

Previous versions of the course

  • This is taught Spring 2022, 2024 and 2026 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: image for spring 2024

Spring 2022: image for spring 2022

Spring 2020: image for spring 2020

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Theoretical Machine Learning (APPM 4490) class, Spring 2026

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