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PyTorch资源列表:450美好文章个NLP/CV/SP、论文实现、教程、示例

NLP 好文章美文 评论

PyTorch资源列表:450个NLP/CV/SP、论文实现、教程、示例-科技频道-和讯网

【新智元导读】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,涉及天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。

项目地址:

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

PyTorch资源列表:450夸姣文章个NLP/CV/SP、论文实现、教程、示例

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,支持灵便的动态计算图和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职员的关注,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 开辟者大会宣布了?PyTorch1.0 预览版,标志着这一框架更为稳定可用。

目录

一. 天然语言与语音处理NLP & Speech Processing

二. 计算机视觉CV

三. 概率天生库

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. 天然语言与语音处理

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?

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. 计算机视觉

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.?

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. 概率天生库

ptstat: Probabilistic Programming and Statistical Inference in PyTorch

pyro: Deep universal probabilistic programming with Python and PyTorch?

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. 其他库

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. 论文实现

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资源

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.?

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.

具体资源请看项目地址。

新智元AI WORLD 2018

本文首发于微信公众号:新智元。文章内容属作者个人观点,不代表和讯网态度。投资者据此操作,风险请自担。

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