Generative Deep Learning
- Original Link : https://keras.io/examples/generative/
- Last Checked at : 2024-11-23
Image generation
| Starter | Keras Version | Title | Date Created | Last Modified |
|---|---|---|---|---|
| ★ | V3 | Denoising Diffusion Implicit Models | 2022/06/24 | 2022/06/24 |
| ★ | V3 | A walk through latent space with Stable Diffusion | 2022/09/28 | 2022/09/28 |
| V2 | DreamBooth | 2023/02/01 | 2023/02/05 | |
| V2 | Denoising Diffusion Probabilistic Model | 2022/11/30 | 2022/12/07 | |
| V2 | Teach StableDiffusion new concepts via Textual Inversion | 2022/12/09 | 2022/12/09 | |
| V2 | Fine-tuning Stable Diffusion | 2022/12/28 | 2023/01/13 | |
| V3 | Variational AutoEncoder | 2020/05/03 | 2024/04/24 | |
| V3 | DCGAN to generate face images | 2019/04/29 | 2023/12/21 | |
| V3 | WGAN-GP overriding `Model.train_step` | 2020/05/09 | 2023/08/03 | |
| V3 | Conditional GAN | 2021/07/13 | 2024/01/02 | |
| V3 | CycleGAN | 2020/08/12 | 2024/09/30 | |
| V2 | Data-efficient GANs with Adaptive Discriminator Augmentation | 2021/10/28 | 2021/10/28 | |
| V3 | Deep Dream | 2016/01/13 | 2020/05/02 | |
| V3 | GauGAN for conditional image generation | 2021/12/26 | 2022/01/03 | |
| V3 | PixelCNN | 2020/05/17 | 2020/05/23 | |
| V2 | Face image generation with StyleGAN | 2021/07/01 | 2021/12/20 | |
| V2 | Vector-Quantized Variational Autoencoders | 2021/06/27 | 2021/07/21 |
| Starter | Keras Version | Title | Date Created | Last Modified ▼ |
|---|---|---|---|---|
| V3 | CycleGAN | 2020/08/12 | 2024/09/30 | |
| V3 | Variational AutoEncoder | 2020/05/03 | 2024/04/24 | |
| V3 | Conditional GAN | 2021/07/13 | 2024/01/02 | |
| V3 | DCGAN to generate face images | 2019/04/29 | 2023/12/21 | |
| V3 | WGAN-GP overriding `Model.train_step` | 2020/05/09 | 2023/08/03 | |
| V2 | DreamBooth | 2023/02/01 | 2023/02/05 | |
| V2 | Fine-tuning Stable Diffusion | 2022/12/28 | 2023/01/13 | |
| V2 | Teach StableDiffusion new concepts via Textual Inversion | 2022/12/09 | 2022/12/09 | |
| V2 | Denoising Diffusion Probabilistic Model | 2022/11/30 | 2022/12/07 | |
| ★ | V3 | A walk through latent space with Stable Diffusion | 2022/09/28 | 2022/09/28 |
| ★ | V3 | Denoising Diffusion Implicit Models | 2022/06/24 | 2022/06/24 |
| V3 | GauGAN for conditional image generation | 2021/12/26 | 2022/01/03 | |
| V2 | Face image generation with StyleGAN | 2021/07/01 | 2021/12/20 | |
| V2 | Data-efficient GANs with Adaptive Discriminator Augmentation | 2021/10/28 | 2021/10/28 | |
| V2 | Vector-Quantized Variational Autoencoders | 2021/06/27 | 2021/07/21 | |
| V3 | PixelCNN | 2020/05/17 | 2020/05/23 | |
| V3 | Deep Dream | 2016/01/13 | 2020/05/02 |
Style transfer
| Starter | Keras Version | Title | Date Created | Last Modified |
|---|---|---|---|---|
| V3 | Neural style transfer | 2016/01/11 | 2020/05/02 | |
| V2 | Neural Style Transfer with AdaIN | 2021/11/08 | 2021/11/08 |
| Starter | Keras Version | Title | Date Created | Last Modified ▼ |
|---|---|---|---|---|
| V2 | Neural Style Transfer with AdaIN | 2021/11/08 | 2021/11/08 | |
| V3 | Neural style transfer | 2016/01/11 | 2020/05/02 |
Text generation
| Starter | Keras Version | Title | Date Created | Last Modified |
|---|---|---|---|---|
| ★ | V3 | GPT2 Text Generation with KerasHub | 2023/04/12 | 2023/04/17 |
| V3 | GPT text generation from scratch with KerasHub | 2022/07/25 | 2022/07/25 | |
| V3 | Text generation with a miniature GPT | 2020/05/29 | 2020/05/29 | |
| V3 | Character-level text generation with LSTM | 2015/06/15 | 2020/04/30 | |
| V2 | Text Generation using FNet | 2021/10/05 | 2021/10/05 |
| Starter | Keras Version | Title | Date Created | Last Modified ▼ |
|---|---|---|---|---|
| ★ | V3 | GPT2 Text Generation with KerasHub | 2023/04/12 | 2023/04/17 |
| V3 | GPT text generation from scratch with KerasHub | 2022/07/25 | 2022/07/25 | |
| V2 | Text Generation using FNet | 2021/10/05 | 2021/10/05 | |
| V3 | Text generation with a miniature GPT | 2020/05/29 | 2020/05/29 | |
| V3 | Character-level text generation with LSTM | 2015/06/15 | 2020/04/30 |
Graph generation
| Starter | Keras Version | Title | Date Created | Last Modified |
|---|---|---|---|---|
| V2 | Drug Molecule Generation with VAE | 2022/03/10 | 2022/03/24 | |
| V2 | WGAN-GP with R-GCN for the generation of small molecular graphs | 2021/06/30 | 2021/06/30 |
| Starter | Keras Version | Title | Date Created | Last Modified ▼ |
|---|---|---|---|---|
| V2 | Drug Molecule Generation with VAE | 2022/03/10 | 2022/03/24 | |
| V2 | WGAN-GP with R-GCN for the generation of small molecular graphs | 2021/06/30 | 2021/06/30 |
Other
| Starter | Keras Version | Title | Date Created | Last Modified |
|---|---|---|---|---|
| V2 | A walk through latent space with Stable Diffusion 3 | 2024/11/11 | 2024/11/11 | |
| V2 | Density estimation using Real NVP | 2020/08/10 | 2020/08/10 |
| Starter | Keras Version | Title | Date Created | Last Modified ▼ |
|---|---|---|---|---|
| V2 | A walk through latent space with Stable Diffusion 3 | 2024/11/11 | 2024/11/11 | |
| V2 | Density estimation using Real NVP | 2020/08/10 | 2020/08/10 |