Wow, Noah Goodman sold out? Never thought that would happen? Guess every man has his price!
Then again I guess Uber will give him an army of engineers at his disposal  Hope they open-source it?
Now that you mention Uber - yes I remember they’ve been working on Bayesian Optimization for their massive routing problems a long time. I see they signed up Zoubin Ghahramani as head scientist too.
I think principled Bayesian computation, overcomes many of the deficiencies of deep learning, and vice versa.  Check out Shakir’s NIPs 2016 slides
http://shakirm.com/slides/NIPS2016-Bayesian%20Agents.pdf 151