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
2. Reinforcement Training
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
5. Special Things
6. Speech
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