Puppy has turned into a biter!

I have a 16 week old Boston Terrier. Recently she has started biting.

She will be sitting with us, laying in bed, etc., and out of nowhere she will jump up and try to bite your face. We try to redirect her with toys and chewies, and give her a firm NO! when she does this, but I am unsure of how to break her of this habit.