Google AI Challenge 2011
The one thing that bugs me about the Google AI Challenges is that they do not really encourage using modern AI techniques. It's all about intelligent _developers_ rather than writing intelligent _software_.
I really would like to see a challenge which is all about data: identifying patterns and learning to make predictions – rather than developing yet another heuristic for a minimax algorithm...