The list of things to know about JPEG includes what the acronym means and how it is pronounced. If you're looking for a technical description, this isn't it.
"Crash course" doesn't explicitly mean non-technical. It could have included an overview of the encoding algorithm that doesn't go into perf improvements most commonly used.
If only they'd made that clear in the title with something along the lines of "crash course".