I'm adding this issue, as I've received a request to add an examples section for the github repo, so that the more sophisticated examples are explained using jupyter notebooks, with images and visualisations. The first idea is to link the table of functions from the readme.md to directly to the examples:

(cut for brevity)

An example could be:

which explains how the method works.
Suggestions are welcome