Awesome Open Source
Awesome Open Source

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

国内

在线教程

国外

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

国内

书籍资源

国外

国内

经验&技巧

实战项目

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


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