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 ;)

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 instead.

Python programs, usually short, of considerable difficulty, to perfect particular skills.

Jupyter Interactive Notebook

Lectures on scientific computing with python, as IPython notebooks.

A crash course in six episodes for software developers who want to become machine learning practitioners.

Introduction to Statistics and Basics of Mathematics for Data Science - The Hacker's Way