I'm one of the co-founders of SigOpt (YC W15) and am happy to answer any questions about this post or the underlying Bayesian optimization methods.<p>For more info about the underlying research check out <a href="https://sigopt.com/research" rel="nofollow">https://sigopt.com/research</a>