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Beyond Human-Level Accuracy: Computational Challenges in Deep Learning


Sep 03, 2019
Joel Hestness, Newsha Ardalani, Greg Diamos


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A Static Analysis-based Cross-Architecture Performance Prediction Using Machine Learning


Jun 18, 2019
Newsha Ardalani, Urmish Thakker, Aws Albarghouthi, Karu Sankaralingam

* Published at 2nd International Workshop on AI-assisted Design for Architecture Phoenix, AZ, June 22, 2019, colocated with ISCA 

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Deep Learning Scaling is Predictable, Empirically


Dec 01, 2017
Joel Hestness, Sharan Narang, Newsha Ardalani, Gregory Diamos, Heewoo Jun, Hassan Kianinejad, Md. Mostofa Ali Patwary, Yang Yang, Yanqi Zhou

* 19 pages, 11 figures 

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