Github2.2K星PyTorch资源列表:450个NLP/CV/SP论文实现教程示例

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【导读】bharathgs在Github上维护整理了一个PyTorch的资源站,包括论文、代码、教程等,涉及自然语言处理与语音处理、计算机视觉、机器学习、深度学习等库。 是学习Pytorch必选资源;


https://github.com/bharathgs/Awesome-pytorch-list


PyTorch 是什么?

PyTorch是一个用于科学计算和深度学习的Python扩展库。它便于学习、编写和调试,支持灵活的动态计算图和GPU高速运算,具有完善的研发生态和技术社区。PyTorch于2017年由Facebook正式推出后,迅速引起了人工智能研发人员的关注,目前已成为最受重视的机器学习软件库之一。近日,Facebook 在首届 PyTorch 开发者大会发布了 ,标志着这一框架更为稳定可用。


目录

一. 自然语言与语音处理NLP & Speech Processing

二. 计算机视觉CV

三. 概率生成库

四. 其他库

五. 教程和例子

六. 论文实现

七.其他Pytorch资源



目录内容

Pytorch 官网

项目链接:https://github.com/pytorch/pytorch/releases


一. 自然语言与语音处理

  1. pytorch text : Torch text related contents.

  2. pytorch-seq2seq: A framework for sequence-to-sequence (seq2seq) models implemented in PyTorch.

  3. anuvada: Interpretable Models for NLP using PyTorch.

  4. audio: simple audio I/O for pytorch.

  5. loop: A method to generate speech across multiple speakers

  6. fairseq-py: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

  7. speech: PyTorch ASR Implementation.

  8. OpenNMT-py: Open-Source Neural Machine Translation in PyTorch http://opennmt.net

  9. neuralcoref: State-of-the-art coreference resolution based on neural nets and spaCy huggingface.co/coref

  10. sentiment-discovery: Unsupervised Language Modeling at scale for robust sentiment classification.

  11. MUSE: A library for Multilingual Unsupervised or Supervised word Embeddings

  12. nmtpytorch: Neural Machine Translation Framework in PyTorch.

  13. pytorch-wavenet: An implementation of WaveNet with fast generation

  14. Tacotron-pytorch: Tacotron: Towards End-to-End Speech Synthesis.

  15. AllenNLP: An open-source NLP research library, built on PyTorch.

  16. PyTorch-NLP: Text utilities and datasets for PyTorch pytorchnlp.readthedocs.io

  17. quick-nlp: Pytorch NLP library based on FastAI.

  18. TTS: Deep learning for Text2Speech

  19. LASER: Language-Agnostic SEntence Representations

  20. pyannote-audio: Neural building blocks for speaker diarization: speech activity detection, speaker change detection, speaker embedding

  21. gensen: Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning.

  22. translate: Translate - a PyTorch Language Library.

  23. espnet: End-to-End Speech Processing Toolkit espnet.github.io/espnet

  24. pythia: A software suite for Visual Question Answering

  25. UnsupervisedMT: Phrase-Based & Neural Unsupervised Machine Translation.

  26. jiant: The jiant sentence representation learning toolkit.


二. 计算机视觉

  1. pytorch vision : Datasets, Transforms and Models specific to Computer Vision.

  2. pt-styletransfer: Neural style transfer as a class in PyTorch.

  3. OpenFacePytorch: PyTorch module to use OpenFace's nn4.small2.v1.t7 model

  4. img_classification_pk_pytorch: Quickly comparing your image classification models with the state-of-the-art models (such as DenseNet, ResNet, ...)

  5. SparseConvNet: Submanifold sparse convolutional networks.

  6. Convolution_LSTM_pytorch: A multi-layer convolution LSTM module

  7. face-alignment

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