PyTorch 从入门到精通：记录自己学习 PyTorch 的参考资料、笔记和代码

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

安装教程

• Ubuntu
• Windows

Awesome-pytorch-list：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.

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

国外

• （♥♥♥♥♥）PyTorch：Doc
• （♥♥♥♥♥）pytorch-tutorial：PyTorch Tutorial for Deep Learning Researchers
• （♥♥♥♥♥）practicalAI：Implement basic ML algorithms and deep neural networks with 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!
• （♥♥♥）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
• （♥♥♥♥♥）PyTorch_Tutorial：《Pytorch模型训练实用教程》中配套代码 PyTorch学习笔记

国外

• （♥♥♥♥♥）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

国外

• （♥♥♥）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

• （♥♥♥♥♥）pytorch-examples：官网示例

• （♥♥♥♥♥）pretrained-models.pytorch：Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.

• （♥♥♥♥）maskrcnn-benchmark：Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

• （♥♥♥♥）mmdetection：Open MMLab Detection Toolbox with PyTorch 1.0

• （♥♥♥♥）pytorch-semseg：Semantic Segmentation Architectures Implemented in PyTorch

• （♥♥♥）faster-rcnn.pytorch

• （♥♥♥）ssd.pytorch

• 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

• PyTorch Lightning：Lightning is a very lightweight wrapper on PyTorch.