amusi/pytorch-from-zero-to-one

PyTorch从入门到精通

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

• Ubuntu
• Windows

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

• PyTorch中文文档&教程

• 知乎话题：PyTorch

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

• Pytorch有什么节省显存的小技巧？
• PyTorch 有哪些坑/bug？

其他资料

• Awesome-PyTorch-list 中文版