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Basic Automatic Differentiation Theory
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Last Updated: September 27, 2026
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MLFoundations This video introduces what Topics discussed: - Why care about differentiation? - Different ways to differentiate? - Why An invited talk for PEPM 2018. Abstract & slides: github.com/conal/talk-2018-essence-of-ad/blob/master/readme.md. This video was recorded as part of CIS 522 - Deep Learning at the University of Pennsylvania. The course material, including the ... Presented by: Colin Carroll The Note that there is a new version of this video available here youtu.be/9H-o8wESCxI ERRATA: - In slide 87, we use ... I was introduced to the field of Scientific Machine Learning over 5 years ago and We find a surrogate posterior by maximizing the Evidence Lower Bound (ELBO). With a proposal distribution, this can be solved ...
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