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Deep Learning at 15PF: Supervised and Semi-Supervised Classification for Scientific Data



Thorsten Kurth , Jian Zhang , Nadathur Satish , Ioannis Mitliagkas , Evan Racah , Mostofa Ali Patwary , Tareq Malas , Narayanan Sundaram , Wahid Bhimji , Mikhail Smorkalov , Jack Deslippe , Mikhail Shiryaev , Srinivas Sridharan , Prabhat , Pradeep Dubey

* 12 pages, 9 figures 

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Parallelizing Word2Vec in Multi-Core and Many-Core Architectures



Shihao Ji , Nadathur Satish , Sheng Li , Pradeep Dubey

* NIPS Workshop on Efficient Methods for Deep Neural Networks (2016) 

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Parallelizing Word2Vec in Shared and Distributed Memory



Shihao Ji , Nadathur Satish , Sheng Li , Pradeep Dubey

* Added more results 

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BlackOut: Speeding up Recurrent Neural Network Language Models With Very Large Vocabularies



Shihao Ji , S. V. N. Vishwanathan , Nadathur Satish , Michael J. Anderson , Pradeep Dubey

* Published as a conference paper at ICLR 2016 

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Scalable Bayesian Optimization Using Deep Neural Networks



Jasper Snoek , Oren Rippel , Kevin Swersky , Ryan Kiros , Nadathur Satish , Narayanan Sundaram , Md. Mostofa Ali Patwary , Prabhat , Ryan P. Adams


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