12. The distributed machine learning system of claim 11 , wherein at least some of the agents are adapted to execute the Best Rule List and explore the learning environment in an attempt to find a better Best Rule List.
12. The distributed machine learning system of claim 11 , wherein at least some of the agents are adapted to execute the Best Rule List and explore the learning environment in an attempt to find a better Best Rule List. 13. The distributed machine learning system of claim 12 , wherein an agent learns the environment by sending out a query to other agents in the distributed learning environments requesting any rule lists that deal with a task or a part of a task.