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Making a Science of Model Search

, , и . CoRR, (2012)

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Algorithms for Hyper-parameter Optimization, , , и . Proceedings of the 24th International Conference on Neural Information Processing Systems, стр. 2546--2554. USA, Curran Associates Inc., (2011)Unsupervised Models of Images by Spikeand-Slab RBMs., , и . ICML, стр. 1145-1152. Omnipress, (2011)Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures., , и . ICML (1), том 28 из JMLR Workshop and Conference Proceedings, стр. 115-123. JMLR.org, (2013)Theano: A Python framework for fast computation of mathematical expressions, , , , , , , , , и 103 other автор(ы). (2016)cite arxiv:1605.02688Comment: 19 pages, 5 figures.Predicting genre labels for artist using FreeDB., , и . ISMIR, стр. 85-88. (2006)Challenges in representation learning: A report on three machine learning contests., , , , , , , , , и 18 other автор(ы). Neural Networks, (2015)Preface., , , и . SciPy, стр. 1-. scipy.org, (2014)Algorithms for Hyper-Parameter Optimization., , , и . NIPS, стр. 2546-2554. (2011)An empirical evaluation of deep architectures on problems with many factors of variation., , , , и . ICML, том 227 из ACM International Conference Proceeding Series, стр. 473-480. ACM, (2007)Random Search for Hyper-Parameter Optimization, и . Journal of Machine Learning Research, 13 (Feb): 281-305 (2012)