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Automatic Differentiation/Algorithmic Differentiation, or just Autodiff, is a clever technique to obtain derivatives over arbitrary ... This short tutorial covers the basics of automatic differentiation, a set of techniques that allow us to efficiently compute derivatives ... A 'new" way to compute derivatives at the machine precision with very modest overhead. In Fall 2020 and Spring 2021, this was MIT's 18.337J/6.338J: Parallel Computing and Scientific Machine Learning course. The algorithm for differentiation relies on some pretty obscure mathematics, but it works! Mark Williams demonstrates MIT 18.S096 Matrix Calculus For Machine Learning And Beyond, IAP 2023 Instructors: Alan Edelman, Steven G. Johnson View ...
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Last Updated: June 12, 2026
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