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If you want a non-mathematician friendly introduction, "Probabilistic Programming and Bayesian Methods for Hackers" [0] is a good place to start. For a motivating application, chapter 2 walks through using probabilistic programming for A/B testing.

[0] https://camdavidsonpilon.github.io/Probabilistic-Programming...




Wow, that's great. The examples section is extensive and answers my question very well. I'll be sure to read the book.




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