Well in my opinion all of them are the best but I'm a Samurai Shodown, King of Fighters and Fatal Fury freak.
But let's talked about which game is the best from SNK is it;
Art of Fighting
Fatal Fury
King of Fighters
Samurai shodown
The REAL BOUT saga
and other games like Kizuna...