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