> I could imagine specialized computer for artificial neural networks (ANN) being commercially successful in the future.

There are a few companies already commercializing this, CogniMem[0] is one that comes to mind. However, I haven't heard of any commercial scale "success" stories despite their first parts being built in 2008.

[0] http://www.cognimem.com/index.html