整理:PyTorch1.0 教程、例子和书籍

学习PyTorch过程中整理的一些代码和电子书等,可能还有些乱,最新版见:https://github.com/bat67/pytorch-tutorials-examples-and-books

PyTorch tutorials, examples and books

Table of Contents:

  • PyTorch tutorials, examples and books
    • PyTorch 1.0 tutorials and examples
    • Books and slides about PyTorch (some of these are old version)
    • [PyTorch-Zero-To-All-[PyTorch1.0]](#pytorch-zero-to-all-pytorch10httpsgithubcombat67pytorch-tutorials-examples-and-bookstreemasterpytorch-zero-to-all-5bpytorch105d)
    • how to run?

PyTorch 1.0 tutorials and examples

  • PyTorch-basics PyTorch基础
  • Linear-regression 线性回归
  • Logistic-regression Logistic 回归
  • optimizer 优化器
  • neural-network 神经网络
  • convolutional-neural-network(CNN) 卷积神经网络
  • famous-CNN 经典的CNN网络
  • Using Pretrained models 使用预训练的模型
  • Dataset-and-Dataloader 自定义数据读取
  • custom-dataset-example 定义自己的数据集
  • visdom-visualization visdom可视化
  • tensorboard-visualization tensorboard可视化
  • semantic-segmentation 语义分割

Books and slides about PyTorch (some of these are old version)

  • Deep Learning Toolkits II pytorch example
  • PyTorch 1.0 Bringing research and production together Presentation
  • Deep Learning with PyTorch - Packet Vishnu Subramanian
  • PyTorch深度学习实战 - 侯宜军
  • 深度学习之Pytorch - 廖星宇
  • 深度学习之PyTorch实战计算机视觉 - 唐进民
  • pytorch卷积、反卷积 - download from internet
  • A brief summary of the PTDC ’18 PyTorch 1.0 Preview and Promise - Hacker Noon
  • PyTorch_tutorial_0.0.4_余霆嵩

PyTorch-Zero-To-All-[PyTorch1.0]

  • Slides-newest from Google Drive

how to run?

Some code in this repo is separated in blocks using #%%.
A block is as same as a cell in Jupyter Notebook. So editors/IDEs supporting this functionality is recommanded.

Such as:

  • VScode with Microsoft Python extension
  • Spyder or Anaconda
  • PyCharm

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