(Click the image to see some magic! 👀)
Huggingface is an AI community on a mission to democratize machine learning models. They open-source AI by providing a one-stop-shop of resources, ranging from models (+30k), datasets (+5k), ML demos (+2k) and libraries. You can deploy your model to open-source it on huggingface, or you can release Dataset you have prepared.
This course aims to teach the impact of Generative Adversarial Network(GAN) and understand how they work on very basic level.This course was launched by Huggingface and Lewis Tunstall . The course is absolutely free. 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 alongside 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).
Join Discord Server For Huggingface to discuss on the course. Click on the icon to get invite link
Register via the Sign up Form to get started through the class. To discuss about the class, join the discord.
- Good skills in
- Basic in Deep Learning and PyTorch
- Huggingface 🤗 account to deploy pipelines and models
- 👩🎓 Study the theory behind diffusion models
- 🧨 Learn how to generate images and audio with the popular 🤗 Diffusers library
- 🏋️♂️ Train your own diffusion models from scratch
- 📻 Fine-tune existing diffusion models on new datasets
- 🗺 Explore conditional generation and guidance
- 🧑🔬 Create your own custom diffusion model pipelines
| 📆 Publishing Date | 📘 Unit | 👩💻 Hands-on |
|---|---|---|
| November 28, 2022 | An Introduction to Diffusion Models | Introduction to Diffusers and Diffusion Models From Scratch |
| TBA | Fine-Tuning and Guidance | Fine-Tuning a Diffusion Model on New Data and Adding Guidance |
| TBA | Stable Diffusion Intro | Exploring a Powerful Text-Conditioned Latent Diffusion Model |
| TBA | Stable Diffusion Deep-Dive | Fine-Tuning, Sampling Tricks and Custom Pipelines |