Tutorial on Stable Diffusion model came out in ML from Scratch seminar series!

Lovely_Cat_generated_per_stable_diffusion

Official Github repo in ML from Scratch seminar series. 

  • Lecture Slides (slides / PPTX): Concept of diffusion model, and all machine learning components built into stable diffusion. 
  • Exercise notebooks for the seminar 
    • Playing with Stable Diffusion and inspecting the internal architecture of the models. (Open in Colab)
    • Build your own Stable Diffusion UNet model from scratch in a notebook. (with < 300 lines of codes!) (Open in Colab)
    • Build a Diffusion model (with UNet + cross attention) and train it to generate MNIST images based on the "text prompt". (Open in Colab)