Exploring Basic Automatic Differentiation Theory

Exploring Basic Automatic Differentiation Theory reveals several interesting facts.

  • Lecture 4 of the online course Deep Learning Systems: Algorithms and Implementation. This lecture introduces
  • MIT Category
  • This video was recorded as part of CIS 522 - Deep Learning at the University of Pennsylvania. The course material, including the ...
  • Automatic differentiation
  • Since somehow you found this video i assume that you have seen the term

In-Depth Information on Basic Automatic Differentiation Theory

This short tutorial covers the A deep dive into Topics discussed: - Why care about differentiation? - Different ways to differentiate? - Why Up until now we calculated the gradients "by hand" and coded them manually. This does not scale up to large networks / complex ...

An invited talk for PEPM 2018. Abstract & slides: https://github.com/conal/talk-2018-essence-of-ad/blob/master/readme.md.

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