Johnny Depp -- Single, Ready to Mingle ... at Pink Taco

A freshly single Johnny Depp threw on some eyeliner and his finest pashmina last night ... and partied his face off with his boys from Aerosmith ... the first time we've seen the actor in public since announcing his split from Vanessa Paradis. Depp…