I watched the whole thing and like the philosophy of the approach. Unfortunately there isn't a single demonstration of the software, nor a direct comparison between the software and other machine learning algorithms.

At one point Hawkins even says he's not going to waste time by talking about specific data sets they've applied the software to because there are too many! Then pick one! Pick the best!