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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 ;)
2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.
An introduction to network analysis and applied graph theory using Python and NetworkX
SymPy tutorial materials for SciPy 2016