Shen experimental libraries
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aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
A collection of tutorials and examples for solving and understanding machine learning and pattern classification tasks
Public repository.
Go by Example