PyTorch tutorials, examples and books

Table of Contents / :

• PyTorch tutorials, examples and books
  • Table of Contents / :
  • PyTorch 1.x tutorials and examples
  • Books and slides about PyTorch PPT
  • • 1) PyTorch60
    • 2) Learning PyTorch with Examples PyTorch
  • How to run?

PyTorch 1.x tutorials and examples

• 0.PyTorch
• 1.PyTorch_for_Numpy_Users NumpyPyTorch
• 2.PyTorch_Basics PyTorch
• 3.Linear_Regression
• 4.Logistic_Regression Logistic
• 5.Optimizer
• 6.Neural_Network
• 7.Convolutional_Neural_Network(CNN)
• 8.Famous_CNN CNN
• 9.Using_Pretrained_models
• 10.Dataset_and_Dataloader
• 11.Custom_Dataset_example
• 12.Visdom_Visualization visdom
• 13.Tensorboard_Visualization tensorboard
• 14.Semantic_Segmentation
• 15.Transfer_Learning
• 16.Neural_Style(StyleTransfer)
• A.PyTorch
  • PyTorch
    • Markdown version
    • Notebook version
• B.PyTorch

Books and slides about PyTorch PPT

Note: some of these are old version; 1.x

• Automatic differentiation in PyTorch.pdf
• AbriefsummaryofthePTDC18PyTorch1.0Preview andPromise - Hacker Noon.pdf
• Deep Architectures.pdf
• Deep Architectures.pptx
• Deep Learning Toolkits II pytorch example.pdf
• Deep Learning with PyTorch - Vishnu Subramanian.pdf
• Deep-Learning-with-PyTorch.pdf
• Deep_Learning_with_PyTorch_Quick_Start_Guide.pdf
• First steps towards deep learning with pytorch.pdf
• Introduction to Tensorow, PyTorch and Caffe.pdf
• pytorch 0.4 - tutorial - .pdf
• PyTorch 0.4 - .pdf
• PyTorch 1.0 Bringing research and production together Presentation.pdf
• PyTorch Recipes - A Problem-Solution Approach - Pradeepta Mishra.pdf
• PyTorch under the hood A guide to understand PyTorch internals.pdf
• pytorch-internals.pdf
• PyTorch_tutorial_0.0.4_.pdf
• PyTorch_tutorial_0.0.5_.pdf
• pytorch - download from internet.pdf
• PyTorch - .epub
• PyTorch - .pdf
• Pytorch - .pdf
• PyTorch - .pdf
• PyTorch - .pdf
• PyTorch - .pdf
• Udacity: Deep Learning with PyTorch
• PyTorch-Zero-To-AllSlides-newest from Google Drive
• Deep Learning Course Slides and Handout - fleuret.org

1) PyTorch60

• PyTorchWhat is PyTorch?

  • NumPy
    • torchTensorNumPy
    • NumPyTorch
  • CUDA

• Autograd

• Neural Networks

• Training a Classifier

  • • 1.CIFAR10
    • 2.
    • 3.
    • 4.
    • 5.
  • GPU
  • GPU

• Optional: Data Parallelism

  • • 2GPU
    • 3GPU
    • 8GPU

2) Learning PyTorch with Examples PyTorch

• (Tensors)

  • NumPy
  • PyTorch(Tensors)

• (Autograd)

  • PyTorch(Autograd)
  • PyTorch
  • TensorFlow

• nn(nn module)

  • PyTorchnn
  • PyTorchoptim
  • PyTorchnn
  • PyTorch

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 with Anaconda
• PyCharm