This article from MIT Tech Review explains how in industry people may have been used deep learning architecture that costs lot more than necessary. We have discussed several important topics:

1) The cost of training and maintaining complex intelligence

2) The cost of computation

A manager should understand the driving factors behind this because these two elements will drive your variable costs and also the time to market.

A new research signal that algorithms complexity

The Title is focused on mobile but the reach is very wide.

A new way to build tiny neural networks could create powerful AI on your phone