How Diffusion Models Work

Building diffusion models from the ground up

This course takes the mechanics of diffusion models one step at a time, so you understand each stage rather than treating the model as a black box. It is a build-it course: the aim is to implement the algorithms yourself, not only to read about them.

Speeding up sampling

Sampling gets particular attention, with algorithms that speed it up. The course also looks at diffusion models in use today, which helps connect the theory to tools you may already have seen.

• Step-by-step understanding of diffusion
• Implementing algorithms yourself
• Faster sampling methods