"Prior probability" doesn't rely on Bayes's Theorem, but the notion of a Bayesian prior does - it's a deeper concept and to understand it requires things like understanding the prior probability of sequences or prior probability functions. It's definitely not a concept you could acquire without Bayes's Theorem.