"The Next Generation of Neural Networks" -- a Google TechTalk by Geoffrey Hinton in 2007. I have never been able to sit through 60 minutes of lectures without fidgeting constantly, however this one managed to keep my attention until the end.
Truly an amazingly great talk and worth watching through (even if you only only peripherally care about ANNs).