Automatic Differentiation Engine from scratch

Published: 28 October 2023
on channel: Tushar Gautam

2,360

I was introduced to the field of Scientific Machine Learning over 5 years ago and Automatic Differentiation has intrigued me since day 1. So, finally I decided to explore the high seas of AutoDiff and write a basic AutoDiff library from Scratch.

Repo: https://github.com/tgautam03/jac

Credits
This blog post helped me a lot and it's very nicely written https://sidsite.com/posts/autodiff/

Music: Moonlight by Kris Keypovsky https://freemusicarchive.org/music/kr...

00:00 - Introduction
01:12 - AutoDiff Theory
02:40 - Forward Pass
04:29 - Backward Pass
06:05 - AutoGrad
07:30 - Outro

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