I am not a web designer by training, yet web design has been a recurring part of my work for nearly two decades. Building single page applications means dealing with HTML, CSS, and layout decisions whether one enjoys it or not. For a long time, I approached web design pragmatically, learning just enough to make things work, while never feeling fully in control of the result. Recently, that changed.

This article presents a collection of mind maps that illustrate key machine learning (ML) concepts and algorithms. Where relevant, it highlights commonly used ML libraries, packages, classes, and functions—with a particular focus on components from the Scikit-learn library.