amusi / Pytorch From Zero To One
PyTorch从入门到精通
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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.
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
-
(♥♥♥)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
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
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