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Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers

Dec 19, 2020
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica


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Machine Learning Systems for Highly-Distributed and Rapidly-Growing Data

Oct 18, 2019
Kevin Hsieh


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The Non-IID Data Quagmire of Decentralized Machine Learning

Oct 01, 2019
Kevin Hsieh, Amar Phanishayee, Onur Mutlu, Phillip B. Gibbons


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Focus: Querying Large Video Datasets with Low Latency and Low Cost

Jan 10, 2018
Kevin Hsieh, Ganesh Ananthanarayanan, Peter Bodik, Paramvir Bahl, Matthai Philipose, Phillip B. Gibbons, Onur Mutlu


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D-SLATS: Distributed Simultaneous Localization and Time Synchronization

Nov 10, 2017
Amr Alanwar, Henrique Ferraz, Kevin Hsieh, Rohit Thazhath, Paul Martin, Joao Hespanha, Mani Srivastava


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