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Update README.md
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mikonvergence authored Mar 1, 2023
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Expand Up @@ -23,7 +23,7 @@ There are three elements integrated into this project:
* :tv: **Video Course** (to be released on YouTube)

---
### :computer: Code
### :computer: [**Code**](https://github.com/mikonvergence/DiffusionFastForward/tree/master/src)
This repository offers a starting point for training diffusion models on new types of data. It can serve as a baseline that can hopefully be developed into more robust solutions based on the specific features of the performed generative task.

It includes notebooks that can be run stand-alone:
Expand All @@ -40,7 +40,7 @@ pip install pytorch-lightning diffusers einops
```

---
### :bulb: **Notes**
### :bulb: [**Notes**](https://github.com/mikonvergence/DiffusionFastForward/tree/master/notes)
Short summary notes are released as part of this repository and they overlap semantically with the notebooks!
1. [01-Diffusion-Theory](https://github.com/mikonvergence/DiffusionFastForward/blob/master/notes/01-Diffusion-Theory.md) - visualizations of the diffusion process
2. [02-Pixel-Diffusion](https://github.com/mikonvergence/DiffusionFastForward/blob/master/notes/02-Pixel-Diffusion.md) - basic diffusion suitable for low-resolution data
Expand All @@ -49,7 +49,7 @@ Short summary notes are released as part of this repository and they overlap sem
5. [05-Conditional-Latent-Diffusion](https://github.com/mikonvergence/DiffusionFastForward/blob/master/notes/05-Conditional-Latent-Diffusion.md) - image translation with latent diffusion

---
### :tv: **Video Course** (released on YouTube)
### :tv: [**Video Course**](https://youtube.com/playlist?list=PL5RHjmn-MVHDMcqx-SI53mB7sFOqPK6gN) (released on YouTube)
The course is released on YouTube and provides an extension to this repository. Some additional topics are covered, such as seminal papers and on-going research work.

<img width="1596" alt="Screenshot 2023-03-01 at 19 46 20" src="https://user-images.githubusercontent.com/13435425/222248673-bfcce06c-0f5b-421b-92b2-b4ed130c0dfb.png">
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