These guides accompany the chapters of ml4a.github.io, providing a series of pre-baked code samples, IPython notebooks, and markdown-based tutorials guiding the interested reader in how to practically work with some of the algorithms described by ml4a.
The homepage for these is here, which contains an overview of the included guides and tutorials, as well as some additional (in-progress) materials to help you get setup.