Deep-n-Cheap: An Automated Efficient and Extensible Search Framework for Cost-Effective Deep Learning

Author:

Dey SouryaORCID,Babakniya Sara,Kanala Saikrishna C.,Paolieri Marco,Golubchik Leana,Beerel Peter A.,Chugg Keith M.

Funder

Defense Threat Reduction Agency

National Science Foundation

Publisher

Springer Science and Business Media LLC

Reference43 articles.

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3. Baker B, Gupta O, Raskar R, Naik N. Accelerating neural architecture search using performance prediction. In: Proc. ICLR, 2017.

4. Baldi P, Sadowski P, Whiteson D. Searching for exotic particles in high-energy physics with deep learning. Nat Commun. 2014;5:4308.

5. Bergstra J, Yamins D, Cox DD. Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures. In: Proc. ICML, 2013; pp. I-115–I-123.

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