Gandalf explicitly labels Bilbo "Burglar" and if anyone anyone should know what class someone is it would be him.
With regard to bard, Bilbo is the only member of the company who does NOT play an instrument! Pippin can sing, and is perhaps the most bard-like hobbit. He is also the most foolish, and that is also a trait associated with bards.