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Probabilistic-Programming-and-Bayesian-Methods-for-Hackers.
An introduction to Bayesian methods + probabilistic programming in data analysis with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
github.com/subbdue/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
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