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Cgrad Tensor (or any Tensor)

Introduction

  • What is Tensor?

    • A Mathematician:
      Tensors are partial derivatives and gradients that transform with the Jacobian Matrix.

    • A Programmer:
      Tensors are Multidimensional Array.

  • Why are Tensors Important In Machine Learning?

AI meme

  • Yeah! This is right the Machine Learning and Deep Learning is all about the Linear Algebra.
  • For just quick Idea is that the hole Neural Network (NN) is just Bunch of Matrix Multiplication stuff.
  • So, the Basic thing: If you know linear algebra, you can code the GPT completely from scratch, but this is the wrong way to do this. So, the `PyTorch, TensorFlow, TinyGrad, CGrad, etc.. ' library helps you not write the Full matrix multiplication code for a Neural Network.