Generative
2021
ADVANCEDFeaturedDiffusion Models Beat GANs on Image Synthesis
Prafulla Dhariwal, Alex Nichol · 2021
Diffusion models surpass GANs on high-fidelity image synthesis — the bridge to Stable Diffusion, DALL·E and the modern image generation era.
What you'll get
- Outline: a plain-English breakdown of the paper's core idea, prerequisites, and the concepts you'll need to implement it.
- Exercises: five to ten hands-on tasks, each with a concept card, a prompt, a starter code stub, and a collapsible reference solution.
- Runnable notebook: a single
.ipynbyou can download and open in Jupyter or VS Code to work through every exercise. - Extensions: suggested follow-up experiments so you don't stop at a faithful reimplementation.