bhashkarkunal.medium.com/pytorch-tutorial-from-basic-to-advance-level-a-numpy-replacement-and-deep-learning-framework-that-a3c8dcf9a9d4

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transferring the tensor from the CPU to the GPU while maintaining its underlying type

A tensor of order zero is just a number or a scalar.

Facebook artificial-intelligence

Uber’s Pyro

ua-based Torch

Tensor − Imperative n-dimensional array which runs on GPU.

Variable − Node in the computational graph. This stores data and gradient

Module − Neural network layer which will store state or learnable weights.

t is not recommended for production usage in certain scenarios where latency requirements are very high.

A tensor of order one (1storder tensor) is an array of numbers or a vector.

ndorder tensor is an array of vectors or a matrix.

a rectangular array of numbers is called metrics.

NumPy library, these metrics called ndarray.

n PyTorch, it is known as Tensor

Torch provides tensor computation with strong GPU acceleration

Access to the GPUs is via a specialized API called CUDA

The CUDA API was created by NVIDIA and is limited to use on only NVIDIA GPUs

A PyTorch Variable is a wrapper around a PyTorch Tensor, and represents a node in a computational graph

If x is a Variable then x.data is a Tensor

and x.grad is another Variable holding the gradient of x with respect to some scalar valu

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