Some example about deep neural network and its applications.
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| Class | Network Structure | Implementation | Code |
|---|---|---|---|
| DNN | base | notebook | |
| DNN CIFAR-10 | notebook | ||
| CNN | base | notebook | |
| LeNet-5 | notebook | ||
| mini VGG | notebook | ||
| mini ResNet-34 | notebook | ||
| mini GoogLeNet | notebook | ||
| RNN | Bi RNN | notebook | |
| LSTM | notebook | ||
| Auto Encoder | AE base | notebook | |
| VAE | notebook | ||
| GAN | VanillaGAN | notebook | |
| WGAN | notebook | ||
| NLP | Word Embedding | notebook | |
| Word2Vec | notebook | ||
| Encoder | notebook | ||
| TextCNN | notebook | ||
| Encoder+Attention | notebook | ||
| RecSys | Item Embedding | notebook |