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.