From the men, my absolute favorite is Christopher Walken, but I agree with all the rest that have been mentioned, too.

I'd like to add Peter Lorre to the list, as well as Tony Randall, and less notably, Alfred Molina.

As for women, Bonnie Hunt is just somethin' else, that woman. I also loved Thelma Ritter, and Ann B. Davis (Alice!).