[omarhaneef]

I think deep learning works better than simple linear regressions because we have already succeeded with simple linear regression wherever we can but we have just started to get going with "deep" learning. And the best part is, as new computers come out, the deeper we learn.

I will point out that the real win is with new data sources, and simple linear regressions may still work there.