Thanks! All the magic for the layout is thanks to LaTeX and the use of the R package Bookdown: https://bookdown.org/yihui/bookdown/

Bookdown provides a template to produce the pdf, and you can modify later on (for example customizing the table of contents, image positions, etc)

You write the book once, and it can be exported to html, pdf, epub (and kindle)...