Awesome Open Source
Search
Programming Languages
Languages
All Categories
Categories
About

Pytorch Handbook

pytorch handbook是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友
Alternatives To Pytorch Handbook
Project NameStarsDownloadsRepos Using ThisPackages Using ThisMost Recent CommitTotal ReleasesLatest ReleaseOpen IssuesLicenseLanguage
Transformers102,023pypi transformers} Downloads649118 hours ago91June 21, 2022728apache-2.0Python
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
Pytorch67,3081468 hours ago23August 10, 202212,029otherPython
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Yolov538,906
9 hours ago35May 21, 2022349agpl-3.0Python
YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
Made With Ml33,193
a month ago5May 15, 201911mitJupyter Notebook
Learn how to responsibly develop, deploy and maintain production machine learning applications.
Ray25,778pypi ray} Downloads8019911 hours ago76June 09, 20222,850apache-2.0Python
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.
Deepspeed25,149pypi deepspeed} Downloads1210 hours ago53May 25, 2022868apache-2.0Python
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Fastai23,942pypi fastai} Downloads1841173 days ago143July 04, 2022156apache-2.0Jupyter Notebook
The fastai deep learning library
Lightning23,427pypi pytorch-lightning} Downloads738912 hours ago221June 01, 2022685apache-2.0Python
Deep learning framework to train, deploy, and ship AI products Lightning fast.
Netron22,953pypi netron} Downloads463a day ago489July 04, 202226mitJavaScript
Visualizer for neural network, deep learning, and machine learning models
Annotated_deep_learning_paper_implementations22,464pypi labml-nn} Downloads118 days ago76June 27, 202217mitJupyter Notebook
🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
Alternatives To Pytorch Handbook
Select To Compare
Pytorch ⭐ 67,308
Tensors and Dynamic neural networks in Python with strong GPU acceleration
dependent packages 146total releases 23most recent commit 8 hours ago
Yolov5 ⭐ 38,906
YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
total releases 35most recent commit 9 hours ago
Fastai ⭐ 23,942
The fastai deep learning library
dependent packages 117total releases 143most recent commit 3 days agopypi fastai} Downloads
Lightning ⭐ 23,427
Deep learning framework to train, deploy, and ship AI products Lightning fast.
dependent packages 389total releases 221most recent commit 12 hours agopypi pytorch-lightning} Downloads
Netron ⭐ 22,953
Visualizer for neural network, deep learning, and machine learning models
dependent packages 63total releases 489most recent commit a day agopypi netron} Downloads


Suggest An Alternative To pytorch-handbook
Alternative Project Comparisons
Pytorch Handbook vs Transformers
Pytorch Handbook vs Pytorch
Pytorch Handbook vs Yolov5
Pytorch Handbook vs Made With Ml
Pytorch Handbook vs Ray
Pytorch Handbook vs Deepspeed
Pytorch Handbook vs Fastai
Pytorch Handbook vs Lightning
Pytorch Handbook vs Netron
Pytorch Handbook vs Annotated_deep_learning_paper_implementations
Readme

PyTorch 中文手册（pytorch handbook）

pytorch

书籍介绍

这是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门。

由于本人水平有限，在写此教程的时候参考了一些网上的资料，在这里对他们表示敬意，我会在每个引用中附上原文地址，方便大家参考。

深度学习的技术在飞速的发展，同时PyTorch也在不断更新，且本人会逐步完善相关内容。

版本说明

由于PyTorch版本更迭，教程的版本会与PyTorch版本，保持一致。

pytorch大版本更新的主要变动总结 当前版本 1.11

在线版本和PDF

国内的镜像，速度很快，不会被墙：https://www.pytorch.wiki/

PDF文件目前还没有找到好的生成方法，有熟悉这方面的朋友可以联系我，感激不尽

QQ 6群

群号：760443051

QR

点击链接加入群聊【PyTorch Handbook 交流6群】：https://jq.qq.com/?_wv=1027&k=X4Ro6uWv

1群(985896536)已满，2群(681980831) 3群(773681699)已满 4群(884017356)已满 5群(894059877)已满

不要再加了

新福利

公众账号每日分享干货文章 weixin QR

说明

  • 修改错别字请直接提issue或PR

  • PR时请注意版本

  • 有问题也请直接提issue

感谢

目录

第一章：PyTorch 入门

  1. PyTorch 简介
  2. PyTorch 环境搭建
  3. PyTorch 深度学习：60分钟快速入门（官方）
  4. 相关资源介绍

第二章 基础

第一节 PyTorch 基础

  1. 张量
  2. 自动求导
  3. 神经网络包nn和优化器optm
  4. 数据的加载和预处理

第二节 深度学习基础及数学原理

深度学习基础及数学原理

第三节 神经网络简介

神经网络简介 注：本章在本地使用微软的Edge打开会崩溃，请使Chrome Firefox打开查看

第四节 卷积神经网络

卷积神经网络

第五节 循环神经网络

循环神经网络

第三章 实践

第一节 logistic回归二元分类

logistic回归二元分类

第二节 CNN:MNIST数据集手写数字识别

CNN:MNIST数据集手写数字识别

第三节 RNN实例：通过Sin预测Cos

RNN实例：通过Sin预测Cos

第四章 提高

第一节 Fine-tuning

Fine-tuning

第二节 可视化

visdom

tensorboardx

可视化理解卷积神经网络

第三节 Fast.ai

Fast.ai

第四节 训练的一些技巧

第五节 多GPU并行训练

多GPU并行计算

补充翻译文章：在PyTorch中使用DistributedDataParallel进行多GPU分布式模型训练

在PyTorch中使用DistributedDataParallel进行多GPU分布式模型训练

第五章 应用

第一节 Kaggle介绍

Kaggle介绍

第二节 结构化数据

Pytorch处理结构化数据

第三节 计算机视觉

Fashion MNIST 图像分类

第四节 自然语言处理

第五节 协同过滤

第六章 资源

torchaudio

第七章 附录

树莓派编译安装 pytorch 1.4

transforms的常用操作总结

pytorch的损失函数总结

pytorch的优化器总结

Script

script目录是我写的将ipynb转换成在线的版本和pdf文件的脚本，因为还在测试阶段，所以有什么问题请大家提出

License

本作品采用知识共享署名-非商业性使用-相同方式共享 3.0 中国大陆许可协议进行许可

Popular Pytorch Projects
Transformers ⭐ 102,023
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
dependent packages 911total releases 91latest release June 21, 2022most recent commit 8 hours agopypi transformers} Downloads
Pytorch ⭐ 67,308
Tensors and Dynamic neural networks in Python with strong GPU acceleration
dependent packages 146total releases 23latest release August 10, 2022most recent commit 8 hours ago
Popular Machine Learning Projects
Tensorflow ⭐ 175,058
An Open Source Machine Learning Framework for Everyone
dependent packages 77total releases 46latest release October 23, 2019most recent commit 10 hours ago
Transformers ⭐ 102,023
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
dependent packages 911total releases 91latest release June 21, 2022most recent commit 8 hours agopypi transformers} Downloads
Pytorch ⭐ 67,308
Tensors and Dynamic neural networks in Python with strong GPU acceleration
dependent packages 146total releases 23latest release August 10, 2022most recent commit 8 hours ago
Keras ⭐ 58,439
Deep Learning for humans
dependent packages 330total releases 68latest release May 13, 2022most recent commit 3 days agopypi keras} Downloads
Popular Machine Learning Categories
Machine Learning
Deep Learning
Pytorch
Tensorflow
Natural Language Processing
Neural Network
Neural
Opencv
Convolutional Neural Networks
Face
Related Searches
Machine Learning Deep Learning
Jupyter Notebook Machine Learning
Jupyter Notebook Deep Learning
Deep Learning Pytorch
Deep Learning Neural Network
Machine Learning Neural Network
Jupyter Notebook Pytorch
Jupyter Notebook Neural Network
Machine Learning Pytorch
Pytorch Neural Network

Get A Weekly Email With Trending Projects For These Categories
No Spam. Unsubscribe easily at any time.
Jupyter Notebook
Machine Learning
Deep Learning
Pytorch
Neural Network
Convolutional Neural Networks
Gpu
Kaggle
Mnist
Tuning
Handbook
Pytorch Tutorial
Visdom
Privacy | About | Terms | Follow Us On Twitter

Downloads, Dependent Repos, Dependent Packages, Total Releases, Latest Releases data powered by Libraries.io.

Copyright 2018-2023 Awesome Open Source.  All rights reserved.