I find it to be widely enlightening to learn about probability distributions beyond the scope of a standard undergraduate curriculum. It turns out, as Taleb would agree.
Only knowing distributions from undergraduate statistics can hurt your intellectual ability
Also, even for lots of graduate students in quantitative disciplines, it is rare to go beyond normal distributions, which gives all kinds of nice formulas and analytical forms. This post summarizes some more exotic distributions that are quite useful.