Well, some people believe their soulmate is out there waiting to be discovered... So, in that sense, maybe!
As for liking someone you barely know, then that is very possible. It's scientifically proven that it actually takes a matter of seconds to form an opinion on someone.
In most cases, we know whether we'd like to "get to know someone better over a pizza pie and a movie" just by seeing them for the first time.
Whether that feeling lasts and turns into a successful relationship is only possible through time.