“Machine learning algorithms frequently require careful tuning of model hyperparameters, regularization terms, and optimization parameters. Unfortunately, this tuning is often a ‘black art’ that requires expert experience, unwritten rules of thumb, or sometimes brute-force search.” Jasper Snoek, Hugo Larochelle and Ryan P. Adams ( 29 Aug 2012 )

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