Speeding up Hyper-parameter Optimization by Extrapolation of Learning Curves Using Previous Builds

Akshay Chandrashekaran, Ian R. Lane. Speeding up Hyper-parameter Optimization by Extrapolation of Learning Curves Using Previous Builds. In Michelangelo Ceci, Jaakko Hollmén, Ljupco Todorovski, Celine Vens, Saso Dzeroski, editors, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings, Part I. Volume 10534 of Lecture Notes in Computer Science, pages 477-492, Springer, 2017. [doi]

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