I would maybe bring a small gift for the kiddo like a board book or something. Otherwise, no, just a host/hostess gift or something to share (bottle of wine probably).
I'd bring alcohol and, if you have time to pick up a tiny birthday gift (book or something), a tiny birthday gift. If you don't have time for that, alcohol is fine