Zobrazeno 1 - 10
of 10
pro vyhledávání: '"Malani, Parth"'
Autor:
Kokolis, Apostolos, Kuchnik, Michael, Hoffman, John, Kumar, Adithya, Malani, Parth, Ma, Faye, DeVito, Zachary, Sengupta, Shubho, Saladi, Kalyan, Wu, Carole-Jean
Reliability is a fundamental challenge in operating large-scale machine learning (ML) infrastructures, particularly as the scale of ML models and training clusters continues to grow. Despite decades of research on infrastructure failures, the impact
Externí odkaz:
http://arxiv.org/abs/2410.21680
Datacenters suffer from resource utilization inefficiencies due to the conflicting goals of service owners and platform providers. Service owners intending to maintain Service Level Objectives (SLO) for themselves typically request a conservative amo
Externí odkaz:
http://arxiv.org/abs/2207.12499
Autor:
Park, Jongsoo, Naumov, Maxim, Basu, Protonu, Deng, Summer, Kalaiah, Aravind, Khudia, Daya, Law, James, Malani, Parth, Malevich, Andrey, Nadathur, Satish, Pino, Juan, Schatz, Martin, Sidorov, Alexander, Sivakumar, Viswanath, Tulloch, Andrew, Wang, Xiaodong, Wu, Yiming, Yuen, Hector, Diril, Utku, Dzhulgakov, Dmytro, Hazelwood, Kim, Jia, Bill, Jia, Yangqing, Qiao, Lin, Rao, Vijay, Rotem, Nadav, Yoo, Sungjoo, Smelyanskiy, Mikhail
The application of deep learning techniques resulted in remarkable improvement of machine learning models. In this paper provides detailed characterizations of deep learning models used in many Facebook social network services. We present computation
Externí odkaz:
http://arxiv.org/abs/1811.09886
Autor:
Malani, Parth1, Tamhankar, Mangesh1
Publikováno v:
Intel Technology Journal. 2013, Vol. 17 Issue 2, p112-123. 12p.
Publikováno v:
2014 International Joint Conference on Neural Networks (IJCNN); 2014, p4272-4279, 8p
Publikováno v:
Proceedings of the 47th Design Automation Conference; 6/13/2010, p579-584, 6p
Publikováno v:
DAC: Annual ACM/IEEE Design Automation Conference; Jun2010, p579-584, 6p, 3 Diagrams, 4 Charts
Publikováno v:
Proceedings of the Conference: Design, Automation & Test in Europe; 3/10/2008, p652-657, 6p
Publikováno v:
2007 IFIP International Conference on Very Large Scale Integration; 2007, p230-235, 6p
Publikováno v:
Asia & South Pacific Conference on Design Automation, 2006; 1/24/2006, p911-916, 6p