Hugging Face Diffusion Models Course
In this free course, you will:
๐ฉโ๐ Study the theory behind diffusion models๐งจ Learn how to generate images and audio with the popular๐ค Diffusers library๐๏ธโโ๏ธ Train your own diffusion models from scratch๐ป Fine-tune existing diffusion models on new datasets๐บ Explore conditional generation and guidance๐งโ๐ฌ Create your own custom diffusion model pipelines
Register via the signup form and then join us on Discord to get the conversations started. Instructions on how to join specific categories/channels are here.
Syllabus
| November 28, 2022 | An Introduction to Diffusion Models | Introduction to Diffusers and Diffusion Models From Scratch |
| December 12, 2022 | Fine-Tuning and Guidance | Fine-Tuning a Diffusion Model on New Data and Adding Guidance |
| December 21, 2022 | Stable Diffusion | Exploring a Powerful Text-Conditioned Latent Diffusion Model |
| January 2023 (TBC) | Doing More with Diffusion | Advanced Techniques to Take Diffusion Further |
More information coming soon!
Prerequisites
- Good skills in Python
๐ - Basics in Deep Learning and Pytorch
If it's not the case yet, you can check these free resources:
- Python: https://www.udacity.com/course/introduction-to-python--ud1110
- Intro to Deep Learning with PyTorch: https://www.udacity.com/course/deep-learning-pytorch--ud188
- PyTorch in 60min: https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html
FAQ
Is this class free?
Yes, totally free
Do I need to have a Hugging Face account to follow the course?
Yes, to push your custom models and pipelines to the hub, you need an account (it's free)
You can create one here
Whatโs the format of the class?
The course will consist of at least 4 Units. More will be added as time goes on, on topics like diffusion for audio.
Each unit consists of some theory and background alongisde one or more hands-on notebooks. Some units will also contain suggested projects and we'll have competitions and swag for the best pipelines and demos (more details TDB).
๐ Languages and translations
Members of the
| Language | Authors |
|---|---|
| Chinese | @darcula1993 @XhrLeokk @SuSung-boy @Hoi2022 |
| Japanese | @eltociear @nazuki155 |
| Korean | @deep-diver |