PyTorch-From-Zero-To-One

PyTorch 从入门到精通：含入门指南、在线教程、视频教程和书籍推荐等资源

注1：♥ 表示推荐指数，越多越好

注2：TensorFlow从入门到精通请参考：TensorFlow-From-Zero-To-One

笔记

安装教程

PyTorch参考学习资料

PyTorch入门指南

Awesome-pytorch-list 中文版：A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

知乎：新手如何入门PyTorch

PyTorch：60分钟入门

the-incredible-pytorch：The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.

PyTorch internals：This post is a long form essay version of a talk about PyTorch internals.

官网&社区

国外

（♥♥♥♥♥）PyTorch官网
（♥♥♥♥♥）GitHub：PyTorch
（♥♥♥♥）Twitter：PyTorch：官方维护，分享最快动态
（♥♥♥♥）PyTorch官方论坛

国内

在线教程

国外

（♥♥♥♥♥）PyTorch：Doc
（♥♥♥♥♥）pytorch-tutorial：PyTorch Tutorial for Deep Learning Researchers
（♥♥♥♥♥）practicalAI：Implement basic ML algorithms and deep neural networks with PyTorch.
（♥♥♥♥♥）Dive Into Deep Learning - PyTorch： from MXNet into PyTorch
（♥♥♥♥）practical-pytorch：PyTorch tutorials demonstrating modern techniques with readable code
（♥♥♥♥）Deep Learning with PyTorch：This series is all about neural network programming and PyTorch!
（♥♥♥） EffectivePyTorch： PyTorch tutorials and best practices.
（♥♥♥）Minicourse in Deep Learning with PyTorch：Mini Course in Deep Learning with PyTorch for AIMS
（♥♥♥）pytorch-cpp：C++ Implementation of PyTorch Tutorial for Deep Learning Researchers
（♥♥♥）pytorch-examples：Simple examples to introduce PyTorch
（♥♥♥）PyTorchZeroToAll：Simple PyTorch Tutorials Zero to ALL!

国内

（♥♥♥♥♥）pytorch-book：PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation
（♥♥♥♥♥）莫凡：PyTorch教学：Build your neural network easy and fast
（♥♥♥♥♥）pytorch-handbook：pytorch handbook是一本开源的书籍
（♥♥♥♥）Dive-into-DL-PyTorch：本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。
（♥♥♥♥）PyTorch_Tutorial：《Pytorch模型训练实用教程》中配套代码 PyTorch学习笔记

视频教程

国外

（♥♥♥♥）Deep Learning with PyTorch
（♥♥♥♥）PyTorch - Deep Learning with Python
（♥♥♥）Neural Network Programming - Deep Learning with PyTorch
（♥♥♥）Intro to Deep Learning with PyTorch：优达免费课程

国内

（♥♥♥♥♥）莫凡：PyTorch教学

书籍资源

国外

（♥♥♥♥♥）Deep Learning with PyTorch：LeCun力荐，PyTorch官方权威教程书 github代码
（♥♥♥）Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python

国内

（♥♥♥♥♥）《深度学习框架PyTorch：入门与实践》 github

经验&技巧

（♥♥♥♥♥）PyTorchTricks

实战项目

（♥♥♥♥♥）pytorch-examples：官网示例
（♥♥♥♥♥）pretrained-models.pytorch：Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.
（♥♥♥♥）Detectron2：FAIR's next-generation research platform for object detection and segmentation.
（♥♥♥♥）mmdetection：Open MMLab Detection Toolbox with PyTorch 1.0
（♥♥♥♥）pytorch-semseg：Semantic Segmentation Architectures Implemented in PyTorch
（♥♥♥♥）PyTorch Image Models： (SE)ResNet/ResNeXT, DPN, EfficientNet, MixNet, MobileNet-V3/V2/V1, MNASNet, Single-Path NAS, FBNet, and more
PyTorch CNN Finetune：Fine-tune pretrained Convolutional Neural Networks with PyTorch
PyTorch-Deep-Learning-Template
semantic-segmentation-pytorch
pytorch-pretrained-BERT
torchcv：A PyTorch-Based Framework for Deep Learning in Computer Vision
https://github.com/devnag/pytorch-generative-adversarial-networks

生态工具

Ecosystem Tools：官方认证的PyTorch生态圈工具列表，含几十个工具包，强烈推荐！
PyTorch Lightning：Lightning is a very lightweight wrapper on PyTorch.
Hydra：A framework for elegantly configuring complex applications
Torchmeta：PyTorch 少样本学习和元学习库
Torch Optimizer：PyTorch优化器工具库
Pytorch-Toolbox
Eisen：a python package for solid deep learning
Dassl：A PyTorch toolbox for domain adaptation and semi-supervised learning.
PyRetri：基于PyTorch的无监督图像检索工具库
Kornia：Open Source Differentiable Computer Vision Library for PyTorch
FastReID: 一个面向学术界和工业界的 ReID Toolbox
KAIR：基于PyTorch的图像复原/修复工具箱（支持训练和测试）
FAIRScale：用于高性能和大规模训练的PyTorch工具
PyTorch3D：用于3D计算机视觉的PyTorch工具

PyTorch技巧

其他资料

Awesome-PyTorch-list 中文版

amusi/PyTorch-From-Zero-To-One

amusi

Reviews

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