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In  Proceedings of the 24th International Conference on Neural Information Processing Systems; Curran Associates Inc.: Granada, Spain, 2011; pp 2546\u20132554."},{"key":"ref57\/cit57","unstructured":"Bergstra, J., Yamins, D.; Cox, D. D. Making a science of model search: hyperparameter optimization in hundreds of dimensions for vision architectures. In  Proceedings of the 30th International Conference on International Conference on Machine Learning, Volume 28; JMLR.org: Atlanta, GA, USA, 2013; pp I\u2013115\u2013I\u2013123."},{"key":"ref58\/cit58","unstructured":"Landrum, G. 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TensorFlow: A system for large-scale machine learning in  Proceedings of the 12th USENIX conference on Operating Systems Design and Implementation; USENIX Association: Savannah, GA, USA, 2016; pp 265\u2013283."},{"key":"ref63\/cit63","volume-title":"keras","author":"Chollet F.","year":"2015"},{"key":"ref64\/cit64","first-page":"2825","volume":"12","author":"Pedregosa F.","year":"2011","journal-title":"J. Mach. Learn. 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