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What is Tensor?
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A Mathematician:
Tensors are partial derivatives and gradients that transform with the Jacobian Matrix. -
A Programmer:
Tensors are Multidimensional Array.
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Why are Tensors Important In Machine Learning?
- 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.