It's hard to say. Every film buff has more than one fave, don't they? I guess it's Buster Keaton I go back to again and again, though. He's just it for me, you know?

As far as genres/eras/whatever, I apparently really like the German silent stuff. Go figure. Obviously, I like a lot of other stuff too!

Here's a Keaton macro, just for kicks: