Torch Light

<p align="center"><img width="40%" src="pytorch_logo.png" /></p>

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This repository includes basics and advanced examples for deep learning by using Pytorch. <br/> Basics which are basic nns like Logistic, CNN, RNN, LSTM are implemented with few lines of code, advanced examples are implemented by complex model. <br/> It is better finish Official Pytorch Tutorial before this.

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Tutorial

Get tutorial series in Blog if know Chinese

Tabel of Pytorch Examples

1. Basics

• Cbow
• N-Gram
• CNN Text classfication
• LSTM Text classfication

2. Reinforcement Training

• AlphaGo-Zero
• Image-Cap
• Reinforced Translate
• Toy

3. NLP

• Poetry VAE-NLG
• Seq2seq
• BiLSTM CRF NER
• LSTM CNNs CRF
• Chinese Poetry NLG
• BiMPM
• Pair Ranking Cnn
• BiLSTM CRF
• Capsule Text classfication
• Retrieval Based Chatbots
• Hierarchical for Summarization and Classification
• Deep SRL
• BERT
• Relation Network
• Information Extraction
• Pointer Network
• coreference

4. Vision

• yolo-v3
• DenseNet
• Neural Style
• DC Gan
• Facial Beauty Prediction

5. Special Things

• Customize

6. Speech

• Voice Conversion

Getting Started

clone code

$ git clone git@github.com:ne7ermore/torch-light.git

train

$ cd torch-light/project
$ python3 main.py

or

$ cd torch-light/project
$ python3 corpus.py
$ python3 main.py

or

$ cd torch-light/project
$ python3 corpus.py
$ python3 train.py

Citation

If you find this code useful for your research, please cite:

@misc{TaoTorchLight,
  author = {Ne7ermore Tao},
  title = {torch-light},
  publisher = {GitHub},
  year = {2020},
  howpublished = {\url{https://github.com/ne7ermore/torch-light}}
}

Contact

Feel free to contact me if there is any question (Tao liaoyuanhuo1987@gmail.com). Tao Ne7ermore/ @ne7ermore

Dependencies

• Python 3.5
• PyTorch 0.2.0
• Numpy 1.13.1