Sigh. The phrase "neural network" is getting tossed around these days with some type of sensationalist flair, an almost romanticized notion of this impending explosion of super-human phenomena. As Alex Smola says with much frustration in one his classes, "it's only math!" It's a fancy term for straightforward mathematics. Bloggers are so often making them out to be much more than they are.