Is it possible for someone with little set-theoretic knowledge (e.g., me) to understand the proofs that either $\mathsf{CH}$ or $\mathsf{AC}$ is independent of $\mathsf{ZF}$?
I am looking for any kind of mathematical-sounding statement (not "This sentence is unprovable") for which the proof of independence is somewhat accessible.
While I can't say what you personally will or will not be able to understand, forcing (the method that one uses to show that one set of axioms is independent from another set) is a powerful idea which many people have written about and tried to make accessible. If you search google for something like "introduction to forcing" you will find a few such guides (and a few things having nothing to do with logic). For example, this or this. Worst case scenario, if those don't make sense, you will at least be exposed to the ideas that you will have to familiarize yourself with. In particular, you will probably want to at least look at the wikipedia page on model theory.