An elementary introduction to the geometry of quantum states with a picture book

Maybe I clicked the wrong link but I would hardly call that PDF a picture book

The equations next to the diagrams, it will take a million years for me to understand them.

Why do mathematicians and physicist use the words “elementary” and “introduction” for advanced textbooks in the field? Is it to flex intellectual powress?