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Pytorch

PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing, primarily developed by Facebook's AI Research lab.

  • eye
  • randint
  • reshape
  • squeeze
  • square

Before we begin, let's install and import PyTorch

# Uncomment and run the appropriate command for your operating system, if required

# Linux / Binder
# !pip install numpy torch==1.7.0+cpu torchvision==0.8.1+cpu torchaudio==0.7.0 -f https://download.pytorch.org/whl/torch_stable.html

# Windows
# !pip install numpy torch==1.7.0+cpu torchvision==0.8.1+cpu torchaudio==0.7.0 -f https://download.pytorch.org/whl/torch_stable.html

# MacOS
# !pip install numpy torch torchvision torchaudio
# Import torch and other required modules
import torch

Function 1 - torch.eye

Returns a 2-D tensor with ones on the diagonal and zeros elsewhere

# Example 1 - Identity tensor with float data type
A=torch.eye(3)
A
tensor([[1., 0., 0.],
        [0., 1., 0.],
        [0., 0., 1.]])