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SigOpt (YC W15) is a related service that performs a superset of these features as a SaaS API (I am one of the co-founders).

We've been solving this problem for customers around the world for the last 4 years and have extended a lot of the original research I started at Yelp with MOE [1]. We employ an ensemble of optimization techniques and provide seamless integration with any pipeline. I'm happy to answer any questions about the product or technology.

We're completely free for academics [2] and publish research like the above at ICML, NIPS, AISTATS regularly [3].

[1]: https://github.com/yelp/MOE

[2]: https://sigopt.com/edu

[3]: https://sigopt.com/research




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