# PyTorch-From-Zero-To-One

**Repository Path**: apieceofidol/PyTorch-From-Zero-To-One

## Basic Information

- **Project Name**: PyTorch-From-Zero-To-One
- **Description**: PyTorch从入门到精通
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-06-29
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# PyTorch-From-Zero-To-One
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](https://github.com/amusi/TensorFlow-From-Zero-To-One)

## 笔记

安装教程

- [Ubuntu](examples/Python1.0_Install.md)
- [Windows](https://blog.csdn.net/amusi1994/article/details/80077667)

## PyTorch参考学习资料

### PyTorch入门指南

[Awesome-pytorch-list](https://github.com/bharathgs/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](https://www.zhihu.com/question/55720139)

[PyTorch：60分钟入门](http://pytorch.org/tutorials/)

[the-incredible-pytorch](https://github.com/ritchieng/the-incredible-pytorch)：The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.

### 官网&社区

**国外**

- **（♥♥♥♥♥）**[PyTorch官网](http://pytorch.org/)
- **（♥♥♥♥♥）**[GitHub：PyTorch](https://github.com/pytorch/pytorch)
- **（♥♥♥♥）**[Twitter：PyTorch](https://twitter.com/pytorch)：官方维护，分享最快动态
- **（♥♥♥♥）**[PyTorch官方论坛](https://discuss.pytorch.org/)

**国内**

- [PyTorch中文文档&教程](https://pytorch.apachecn.org/#/)

- [知乎话题：PyTorch](https://www.zhihu.com/topic/20075993/hot)

### 在线教程

**国外**

- **（♥♥♥♥♥）**[PyTorch：Doc](http://pytorch.org/docs/)
- **（♥♥♥♥♥）**[pytorch-tutorial](https://github.com/yunjey/pytorch-tutorial)：PyTorch Tutorial for Deep Learning Researchers
- **（♥♥♥♥♥）**[practicalAI](https://github.com/GokuMohandas/practicalAI/)：Implement basic ML algorithms and deep neural networks with [PyTorch](https://pytorch.org/).
- **（♥♥♥♥）**[practical-pytorch](https://github.com/spro/practical-pytorch)：PyTorch tutorials demonstrating modern techniques with readable code
- **（♥♥♥♥）**[Deep Learning with PyTorch](http://deeplizard.com/learn/playlist/PLZbbT5o_s2xrfNyHZsM6ufI0iZENK9xgG)：This series is all about neural network programming and PyTorch! 
- **（♥♥♥）**[pytorch-examples](https://github.com/jcjohnson/pytorch-examples)：Simple examples to introduce PyTorch
- **（♥♥♥）**[PyTorchZeroToAll](https://github.com/hunkim/PyTorchZeroToAll)：Simple PyTorch Tutorials Zero to ALL!

**国内**

- **（♥♥♥♥♥）**[pytorch-book](https://github.com/chenyuntc/pytorch-book)：PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation
- **（♥♥♥♥♥）**[莫凡：PyTorch教学](https://morvanzhou.github.io/tutorials/machine-learning/torch/)：Build your neural network easy and fast
- **（♥♥♥♥♥）**[pytorch-handbook](https://github.com/zergtant/pytorch-handbook)：pytorch handbook是一本开源的书籍
- **（♥♥♥♥♥）**[PyTorch_Tutorial](https://github.com/tensor-yu/PyTorch_Tutorial)：《Pytorch模型训练实用教程》中配套代码 [PyTorch学习笔记](https://zhuanlan.zhihu.com/c_1056853059086430208)

### 视频教程

**国外**

- **（♥♥♥♥♥）**[Intro to Deep Learning with PyTorch](https://cn.udacity.com/course/deep-learning-pytorch--ud188)：优达免费课程

**国内**

- **（♥♥♥♥♥）**[莫凡：PyTorch教学](https://morvanzhou.github.io/tutorials/machine-learning/torch/)

### 书籍资源

**国外**

- **（♥♥♥）**[Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python](https://github.com/rasbt/deep-learning-book)

**国内**

- **（♥♥♥♥♥）**[《深度学习框架PyTorch：入门与实践》](https://book.douban.com/subject/27624483/) [github](https://github.com/chenyuntc/pytorch-book)

### 实战项目

- **（♥♥♥♥♥）**[pytorch-examples](https://github.com/pytorch/examples)：官网示例
- **（♥♥♥♥♥）**[pretrained-models.pytorch](https://github.com/Cadene/pretrained-models.pytorch)：Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.
- **（♥♥♥♥）**[maskrcnn-benchmark](https://github.com/facebookresearch/maskrcnn-benchmark)：Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.
- **（♥♥♥♥）**[mmdetection](https://github.com/open-mmlab/mmdetection)：Open MMLab Detection Toolbox with PyTorch 1.0
- **（♥♥♥♥）**[pytorch-semseg](https://github.com/meetshah1995/pytorch-semseg)：Semantic Segmentation Architectures Implemented in PyTorch
- **（♥♥♥）**[faster-rcnn.pytorch](https://github.com/jwyang/faster-rcnn.pytorch)

- **（♥♥♥）**[ssd.pytorch](https://github.com/amdegroot/ssd.pytorch)
- [semantic-segmentation-pytorch](https://github.com/CSAILVision/semantic-segmentation-pytorch)
- [pytorch-pretrained-BERT](https://github.com/huggingface/pytorch-pretrained-BERT)
- [torchcv](https://github.com/youansheng/torchcv)：A PyTorch-Based Framework for Deep Learning in Computer Vision
- https://github.com/devnag/pytorch-generative-adversarial-networks