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An introduction to working with `torch.autograd` and performing backpropagation on a function with `.backward()`. Sebastian's books: In the previous video, we learned about computation graphs and how we ... Follow along with Unit 3 in a Lightning AI Studio, an online reproducible environment created by Sebastian Raschka, that ... Automatic Differentiation in Python and PyTorch (Serverless Machine Learning) Deep learning optimization hinges entirely on calculating gradients efficiently. Discover the precise mathematical mechanism, ... Sebastian's books: In lecture 6, we will take a deeper dive into learning how to use PyTorch ...

MLFoundations In this video, we use a hands-on code demo in PyTorch to see AutoDiff in action ... This video was recorded as part of CIS 522 - Deep Learning at the University of Pennsylvania. The course material, including the ...

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Last Updated: June 12, 2026

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Automatic Differentiation

This video was recorded as part of CIS 522 - Deep Learning at the University of Pennsylvania. The course material,...