Learn and build diffusion models from the ground up, understanding each step. Learn about diffusion models in use today and implement algorithms to speed up sampling.
Instructor: Sharon Zhou - @LAMINI_AI
- Introduction
- Intuition
- Sampling
- Neural Network
- Training
- Controlling
- Speeding Up
- Summary
| Chapters | Notebooks | Demos |
|---|---|---|
| Introduction | - | - |
| Intuition | - | - |
| Sampling | L1_Sampling.ipynb | - |
| Neural Network | L1_Sampling.ipynb (follow-up) | - |
| Training | L2_Training.ipynb | - |
| Controlling | L3_Context.ipynb | - |
| Speeding Up | L4_FastSampling.ipynb | - |
| Summary | - | - |