https://github.com/dayyass/pytorch-tutorials

Different Deep Learning tasks solved using PyTorch models.
https://github.com/dayyass/pytorch-tutorials

computer-vision convolutional-neural-networks deeplearning natural-language-processing pytorch reccurent-neural-networks reinforcement-learning transformers

Last synced: about 1 month ago
JSON representation

Different Deep Learning tasks solved using PyTorch models.

• Host: GitHub
• URL: https://github.com/dayyass/pytorch-tutorials
• Owner: dayyass
• License: mit
• Created: 2020-11-14T08:58:17.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2022-08-31T19:52:46.000Z (about 2 years ago)
• Last Synced: 2023-03-06T20:35:50.970Z (over 1 year ago)
• Topics: computer-vision, convolutional-neural-networks, deeplearning, natural-language-processing, pytorch, reccurent-neural-networks, reinforcement-learning, transformers
• Language: Python
• Homepage: https://dayyass.github.io
• Size: 18.6 KB
• Stars: 9
• Watchers: 1
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
### About

Different Deep Learning tasks solved using PyTorch models.

### Tasks / Models:

#### Computer Vision:

- [x] [Image Classification](tutorials/01_pytorch_lenet_mnist.py)

- [ ] Semantic Segmentation

- [ ] Object Detection

- [x] [Style Transfer](https://github.com/dayyass/style_transfer)

- [x] [Image Captioning](https://github.com/dayyass/image_captioning)

#### Natural Language Processing

- [ ] Word Embeddings

- [x] [Text Classification](https://github.com/dayyass/text-classification-baseline)

- [x] [Sequence Labeling](https://github.com/dayyass/pytorch_ner)

- [x] [Language Modeling](https://github.com/dayyass/language_modeling)

- [x] [Machine Translation](https://github.com/dayyass/neural_machine_translation)

- [ ] Topic Modeling

- [ ] Text Summarization

#### Reinforcement Learning

- [ ] Deep Q-Network (DQN)

- [ ] Rainbow

- [ ] Advantage Actor Critic (A2C)

- [ ] Proximal Policy Optimization (PPO)

#### Generative Models:

- [ ] Variational Autoencoder (VAE)

- [ ] Generative Adversarial Network (GAN)

### Getting Started

```

# clone repo   

git clone https://github.com/dayyass/pytorch_tutorials.git

# install dependencies   

cd pytorch_tutorials

pip install -r requirements.txt

```