I kinda wish you could just take a course on a specific distribution. Like, here's the Poisson class where you learn all of its interesting properties and apply it to e.g. queuing problems.
I took a lot of stats and probability courses in university, but never developed any intuition related to it. This would have been very helpful to me back then and now even.