轉載自：專知（Quan_Zhuanzhi）
【導讀】bharathgs在Github上維護整理了一個PyTorch的資源站Awesome-pytorch-list，包括論文、代碼、教程等，涉及自然語言處理與語音處理、計算機視覺、機器學習、深度學習等庫。 Awesome-pytorch-list是學習Pytorch必選資源。
項目地址：
https://github.com/bharathgs/Awesome-pytorch-list
PyTorch 是什麼？
PyTorch是一個用於科學計算和深度學習的Python擴展庫。它便於學習、編寫和調試，支持靈活的動態計算圖和GPU高速運算，具有完善的研發生態和技術社區。PyTorch於2017年由Facebook正式推出後，迅速引起了人工智能研發人員的關注，目前已成爲最受重視的機器學習軟件庫之一。近日，Facebook 在首屆 PyTorch 開發者大會發布了 PyTorch1.0 預覽版，標誌着這一框架更爲穩定可用。
目錄
一. 自然語言與語音處理NLP & Speech Processing
二. 計算機視覺CV
三. 概率生成庫
四. 其他庫
五. 教程和例子
六. 論文實現
七.其他Pytorch資源
目錄內容
Pytorch 官網
項目鏈接：
https://github.com/pytorch/pytorch/releases
一. 自然語言與語音處理
- pytorch text : Torch text related contents.
- pytorch-seq2seq: A framework for sequence-to-sequence (seq2seq) models implemented in PyTorch.
- anuvada: Interpretable Models for NLP using PyTorch.
- audio: simple audio I/O for pytorch.
- loop: A method to generate speech across multiple speakers
- fairseq-py: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
- speech: PyTorch ASR Implementation.
- OpenNMT-py: Open-Source Neural Machine Translation in PyTorch http://opennmt.net
- neuralcoref: State-of-the-art coreference resolution based on neural nets and spaCy huggingface.co/coref
- sentiment-discovery: Unsupervised Language Modeling at scale for robust sentiment classification.
- MUSE: A library for Multilingual Unsupervised or Supervised word Embeddings
- nmtpytorch: Neural Machine Translation Framework in PyTorch.
- pytorch-wavenet: An implementation of WaveNet with fast generation
- Tacotron-pytorch: Tacotron: Towards End-to-End Speech Synthesis.
- AllenNLP: An open-source NLP research library, built on PyTorch.
- PyTorch-NLP: Text utilities and datasets for PyTorch pytorchnlp.readthedocs.io
- quick-nlp: Pytorch NLP library based on FastAI.
- TTS: Deep learning for Text2Speech
- LASER: Language-Agnostic SEntence Representations
- pyannote-audio: Neural building blocks for speaker diarization: speech activity detection, speaker change detection, speaker embedding
- gensen: Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning.
- translate: Translate - a PyTorch Language Library.
- espnet: End-to-End Speech Processing Toolkit espnet.github.io/espnet
- pythia: A software suite for Visual Question Answering
- UnsupervisedMT: Phrase-Based & Neural Unsupervised Machine Translation.
- jiant: The jiant sentence representation learning toolkit.
二. 計算機視覺
- pytorch vision : Datasets, Transforms and Models specific to Computer Vision.
- pt-styletransfer: Neural style transfer as a class in PyTorch.
- OpenFacePytorch: PyTorch module to use OpenFace's nn4.small2.v1.t7 model
- img_classification_pk_pytorch: Quickly comparing your image classification models with the state-of-the-art models (such as DenseNet, ResNet, ...)
- SparseConvNet: Submanifold sparse convolutional networks.
- Convolution_LSTM_pytorch: A multi-layer convolution LSTM module
- face-alignment: ? 2D and 3D Face alignment library build using pytorch adrianbulat.com
- pytorch-semantic-segmentation: PyTorch for Semantic Segmentation.
- RoIAlign.pytorch: This is a PyTorch version of RoIAlign. This implementation is based on crop_and_resize and supports both forward and backward on CPU and GPU.
- pytorch-cnn-finetune: Fine-tune pretrained Convolutional Neural Networks with PyTorch.
- detectorch: Detectorch - detectron for PyTorch
- Augmentor: Image augmentation library in Python for machine learning. http://augmentor.readthedocs.io
- s2cnn: This library contains a PyTorch implementation of the SO(3) equivariant CNNs for spherical signals (e.g. omnidirectional cameras, signals on the globe) s
三. 概率生成庫
- ptstat: Probabilistic Programming and Statistical Inference in PyTorch
- pyro: Deep universal probabilistic programming with Python and PyTorch http://pyro.ai
- probtorch: Probabilistic Torch is library for deep generative models that extends PyTorch.
- paysage: Unsupervised learning and generative models in python/pytorch.
- pyvarinf: Python package facilitating the use of Bayesian Deep Learning methods with Variational Inference for PyTorch.
- pyprob: A PyTorch-based library for probabilistic programming and inference compilation.
- mia: A library for running membership inference attacks against ML models.
四. 其他庫
- pytorch extras : Some extra features for pytorch.
- functional zoo : PyTorch, unlike lua torch, has autograd in it's core, so using modular structure of torch.nn modules is not necessary, one can easily allocate needed Variables and write a function that utilizes them, which is sometimes more convenient. This repo contains model definitions in this functional way, with pretrained weights for some models.
- torch-sampling : This package provides a set of transforms and data structures for sampling from in-memory or out-of-memory data.
- torchcraft-py : Python wrapper for TorchCraft, a bridge between Torch and StarCraft for AI research.
- aorun : Aorun intend to be a Keras with PyTorch as backend.
- logger : A simple logger for experiments.
- PyTorch-docset : PyTorch docset! use with Dash, Zeal, Velocity, or LovelyDocs.
- convert_torch_to_pytorch : Convert torch t7 model to pytorch model and source.
- pretrained-models.pytorch: The goal of this repo is to help to reproduce research papers results.
- pytorch_fft : PyTorch wrapper for FFTs
五. 教程例子
- Practical Pytorch : Tutorials explaining different RNN models
- DeepLearningForNLPInPytorch : An IPython Notebook tutorial on deep learning, with an emphasis on Natural Language Processing.
- pytorch-tutorial : tutorial for researchers to learn deep learning with pytorch.
- pytorch-exercises : pytorch-exercises collection.
- pytorch tutorials : Various pytorch tutorials.
- pytorch examples : A repository showcasing examples of using pytorch
- pytorch practice : Some example scripts on pytorch.
- pytorch mini tutorials : Minimal tutorials for PyTorch adapted from Alec Radford's Theano tutorials.
- pytorch text classification : A simple implementation of CNN based text classification in Pytorch
- cats vs dogs : Example of network fine-tuning in pytorch for the kaggle competition Dogs vs. Cats Redux: Kernels Edition. Currently #27 (0.05074) on the leaderboard.
六. 論文實現
- google_evolution : This implements one of result networks from Large-scale evolution of image classifiers by Esteban Real, et. al.
- pyscatwave : Fast Scattering Transform with CuPy/PyTorch,read the paper here
- scalingscattering : Scaling The Scattering Transform : Deep Hybrid Networks.
- deep-auto-punctuation : a pytorch implementation of auto-punctuation learned character by character.
- Realtime_Multi-Person_Pose_Estimation : This is a pytorch version of Realtime_Multi-Person_Pose_Estimation, origin code is here .
- PyTorch-value-iteration-networks : PyTorch implementation of the Value Iteration Networks (NIPS '16) paper
- pytorch_Highway : Highway network implemented in pytorch.
- pytorch_NEG_loss : NEG loss implemented in pytorch.
- pytorch_RVAE : Recurrent Variational Autoencoder that generates sequential data implemented in pytorch.
- pytorch_TDNN : Time Delayed NN implemented in pytorch.
七. 其他Pytorch資源
- the-incredible-pytorch : The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.
- generative models : Collection of generative models, e.g. GAN, VAE in Tensorflow, Keras, and Pytorch. http://wiseodd.github.io
- pytorch vs tensorflow : an informative thread on reddit.
- Pytorch discussion forum
- pytorch notebook: docker-stack : A project similar to Jupyter Notebook Scientific Python Stack
- drawlikebobross: Draw like Bob Ross using the power of Neural Networks (With PyTorch)!
- pytorch-tvmisc: Totally Versatile Miscellanea for Pytorch
- pytorch-a3c-mujoco: Implement A3C for Mujoco gym envs.
- PyTorch in 5 Minutes.
- pytorch_chatbot: A Marvelous ChatBot implemented using PyTorch.