A Crash Course in Diffusion-based Generative Models

In this four-session crash course, you will learn the basics, the math and the intuition behind diffusion-based models, including deep generative diffusion models, score matching, score-based generative models and flow matching.

This course accompanies the book on Generative AI: “Deep Generative Modeling”.

Session 1

Session 2

Session 3

Session 4

Authorship

Author: Jakub M. Tomczak

If you use this course in any way, please refer to it by citing my book “Deep Generative Modeling”:

• APA style:

  Tomczak, J. M. (2024). Deep Generative Modeling. Springer Cham
  

• Bibtex:

  @book{tomczak2024deep,
  title={Deep Generative Modeling},
  author={Tomczak, Jakub M},
  publisher={Springer Cham},
  year={2024}
  }