Humor is a defining characteristic of human beings. Our goal is to develop methods that automatically detect humorous statements and rank them on a continuous scale. In this paper we report on results using a Language Model approach, and outline our plans for using methods from Deep Learning. Who’s to say what’s funny? A computer using Language Models and Deep Learning, That’s Who!