Background

Publishing the math / code necessary to build generative models. Working up to Diffusion Models. Implementing very simple networks that demonstrate the core math behind the techniques.

• VAE Notebooks
• GAN Notebooks

Some resources I'm following:

• Tutorial on Diffusion Models for Imaging and Vision
• Probabilistic ML: Advanced Topics
• Random Blog
• Lili Wang Blog
• Inversion by Direct Iteration
• How I understand Diffusion Models
• Understanding Diffusion Models: A Unified Perspective
• Generative Modeling