Newbie's Adventures In Algorithmic Land
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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 ;)
Small programs and utilities written in free time
Newbie's Adventures in Data Wonderland
Newbie's Adventures In Machine Learning Land