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Presentations
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Probabilistic Programming for Software Engineers
Michael Tingley provides a preview of how Facebook is advancing probabilistic programming, as well as some of the big problems they used it to solve.
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Probabilistic Programming from Scratch
Mike Lee Williams demonstrates building a lightweight probabilistic programming system from scratch with Python. He also explores how solving problems using PyMC3.
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Counting is Hard: Probabilistic Algorithms for View Counting at Reddit
Krishnan Chandra explains the challenges of building a view counting system at scale, and how Reddit used probabilistic counting algorithms to make scaling easier.
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It Probably Works
Tyler McMullen discusses how probabilistic algorithms actually work in practice and how to know they'll be safe and reliable in critical production systems.
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Bloomin' Marvellous
Adrian Colyer takes a look at the Bloom filter, a probabilistic data structure, revealing the many uses of hashing and exploring how this can be used for computing summary information over data sets.