John Lloyd's "Intelligent Agents"
Watch this lecture and pay attention to the AIMA learning agent. Compare Lloyd's explanation of reinforced learning with others that you have seen.
Click http://videolectures.net/ssll09_lloyd_inta/ link to open resource.