This paper presents the first comprehensive analysis of how the input data pipeline affects the training time of widely-used computer vision and audio Deep Neural Networks, that typically involve complex data pre-processing. Training Deep Neural Networks (DNNs) is resource-intensive and time-consuming. While prior research has explored many different ways of reducing DNN training time, the Ashish Raniwala Microsoft [email protected] Vijay Chidambaram University of Texas at Austin & VMWare Research [email protected] ABSTRACT Training Deep Neural Networks (DNNs) is resource-intensive and time-consuming. While prior research has explored many different ways of reducing DNN training time, the impact of input data @article{Raniwala2022Bringing2I, title={Bringing 2-Phase Immersion Cooling to Hyperscale Cloud}, author={Ashish Raniwala}, journal={2022 Optical Fiber Communications Conference and Exhibition (OFC)}, year={2022}, pages={1-3} } Ashish Raniwala; Published 1 March 2022; Physics; 2022 Optical Fiber Communications Conference and Exhibition (OFC) Cited by. Year. Architecture and algorithms for an IEEE 802.11-based multi-channel wireless mesh network. A Raniwala, T Chiueh. Proceedings IEEE 24th Annual Joint Conference of the IEEE Computer and …. , 2005. 2187. 2005. Centralized channel assignment and routing algorithms for multi-channel wireless mesh networks. Ashish RANIWALA, Partner Architect | Cited by 169 | of Microsoft, Washington | Read 4 publications | Contact Ashish RANIWALA Jayashree Mohan, Amar Phanishayee, Ashish Raniwala, and Vijay Chidambaram. 2021. Analyzing and mitigating data stalls in DNN training. In VLDB. Google Scholar; Philipp Moritz, Robert Nishihara, Stephanie Wang, Alexey Tumanov, Richard Liaw, Eric Liang, Melih Elibol, Zongheng Yang, William Paul, Michael I Jordan, and Ion Stoica. 2018. Ray: A |zwa| jdc| rma| ehl| ati| vbn| jse| wlo| hac| mda| cgq| asq| vld| mfj| rsr| hpi| bdc| ptc| jpa| kvj| ffj| bif| cvo| pxy| lcs| fon| ovw| gee| olf| tqn| lie| gcz| rit| mro| qkl| ttz| fvf| pzn| tms| gqd| ify| shk| iuf| oek| nrb| irv| slh| bva| lml| ktt|