Brady Vercher has a really helpful post describing in detail how to customize WordPress’ media players.
Working with MediaElement.js can be a bit of a challenge, but his guide shows you how to add classes to be able to set a class with enough specificity to not pull your hair out. He also shows how they’ve customized the players in their audio and video focused WordPress themes, which are quite nice.
