I guess Post-graduate education makes more sense, since it's additional school after you've already graduated...Graduate school sounds like you're actually learning how to graduate things, as in make a series of marks indicating increasing volume.
Either that or carefully studying the nuances of the movie "The Graduate."
Either would be more worthwhile than what it actually is, in my opinion!