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Outcome School · Other AI topics17 min read

by Amit Shekhar · 9 July 2026

How does PyTorch work?

How PyTorch works. We will also see what a tensor is, how the computation graph and autograd work together to train a model, and why PyTorch uses the GPU to become one of the most popular tools in the real world.

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How does PyTorch work?
Read on Outcome School ↗then come back to lock it in
Before you read, guess

What is the definition of a Tensor in PyTorch?

Ten seconds, a guess, then read — a wrong guess still makes the answer stick.

What this article covers

  1. What is PyTorch?
  2. What is a Tensor?
  3. The problem PyTorch solves
  4. What is a Computation Graph?
  5. What is Autograd?
  6. A complete training example
  7. What is the GPU and why does PyTorch use it?
  8. Why is PyTorch so popular?

The article lives on outcomeschool.com. Read it there, then come back: the tutor in the margin has read it and will answer questions, and the questions below check what stayed.

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In one sentence, what was this chapter about?

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