param087 / Pytorch-tutorial-on-Google-colab

PyTorch Tutorial on google colaboratory.

PyTorch tutorial on google colab notebook

Some notebook contains the installation command for PyTorch but now google colab have pytorch pre-install.

reference - https://pytorch.org/tutorials/

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Requirements - Chrome Browser and Google drive login

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Getting Started

• Deep Learning with PyTorch: A 60 Minute Blitz
  • What is PyTorch?
  • Autograd: Automatic Differentiation
  • Neural Networks
  • Training a Classifier
  • Optional: Data Parallelism
• Data Loading and Processing Tutorial
• Learning PyTorch with Examples
  • Tensors
    • Warm-up: numpy
    • PyTorch: Tensors
  • Autograd
    • PyTorch: Tensors and autograd
    • PyTorch: Defining New autograd Functions
    • TensorFlow: Static Graphs
  • nn module
    • PyTorch: nn
    • PyTorch: optim
    • PyTorch: Custom nn Modules
    • PyTorch: Control Flow + Weight Sharing
• Transfer Learning Tutorial
• Deploying a Seq2Seq Model with the Hybrid Frontend
• Saving and Loading Models
• What is torch.nn really?

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Image

• Finetuning Torchvision Models
• Spatial Transformer Networks Tutorial
• Neural Transfer Using PyTorch
• Adversarial Example Generation
• Transfering a Model from PyTorch to Caffe2 and Mobile using ONNX(Not fully functional)

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Text

• Chatbot Tutorial
• Classifying Names with a Character-Level RNN
• Generating Names with a Character-Level RNN
• Deep Learning for NLP with Pytorch
  • Introduction to PyTorch
  • Deep Learning with PyTorch
  • Word Embeddings: Encoding Lexical Semantics
  • Sequence Models and Long-Short Term Memory Networks
  • Advanced: Making Dynamic Decisions and the Bi-LSTM CRF
• Translation with a Sequence to Sequence Network and Attention

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Generative

• DCGAN Tutorial

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Reinforcement Learning

• Reinforcement Learning (DQN) Tutorial

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Note - If the notebooks shows random text similar to following figure then open the file in colab.

Best way to run the notebook is to copy it in your google drive.