ne7ermore / torch-light

Deep-learning by using Pytorch. Basic nns like Logistic, CNN, RNN, LSTM and some examples are implemented by complex model.

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

Continue updating...

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 [e-mail]: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 [e-mail]). Tao Ne7ermore/ @ne7ermore

Dependencies

• Python 3.5
• PyTorch 0.2.0
• Numpy 1.13.1