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 ;)

Public facing notes page

A python tutorial on bayesian modeling techniques (PyMC3)

Official content for Harvard CS109

Tutorial on scikit-learn and IPython for parallel machine learning

[DEPRECATED] See the new edition:

A solution describing data-processing design pattern for streaming data through Kinesis and Spark Streaming at real-time.