As someone who worked on a system that did fingerprinting as an alternative to cookies for non-nefarious reasons, I can tell you the best way to not be fingerprinted is to just use Safari on the newest iPhone.
Not because iPhones or Safari are any more private. Just because it's a fixed size browser that you can't customize with extensions and looks identical to 20% of all other sessions.