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I know a guy who told me 8 years ago about an idea he had for a "black box" optimization consulting service. You give him a pile of data, he uses ML to optimize for whatever.



That's known nowadays as AutoML. Google recently released AutoML products for image and text classification. https://cloud.google.com/automl/


FYI there is also a different "automl" suite of libraries maintained by Frank Hutters lab at the University of Freiburg - [1]. His group has been leading a lot of research in the area of hyperparameter tuning.

[1] https://www.automl.org/




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