NuPS: A parameter server for machine learning with non-uniform parameter access


Renz-Wieland, Alexander ; Gemulla, Rainer ; Kaoudi, Zoi ; Markl, Volker


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DOI: https://doi.org/10.1145/3514221.3517860
URL: https://dl.acm.org/doi/10.1145/3514221.3517860
URN: urn:nbn:de:bsz:180-madoc-647738
Document Type: Conference or workshop publication
Year of publication: 2022
Book title: SIGMOD '22 : proceedings of the 2022 International Conference on Management of Data : June 12-17, 2022, Philadelphia, PA, USA
Page range: 481-495
Conference title: SIGMOD '22
Location of the conference venue: Philadelphia, PA
Date of the conference: 12.-17.06.2022
Publisher: Ives, Zachary ; Bonifati, Angela ; El Abbadi, Amr
Place of publication: New York, NY
Publishing house: ACM
ISBN: 978-1-4503-9249-5
Publication language: English
Institution: School of Business Informatics and Mathematics > Practical Computer Science I: Data Analytics (Gemulla 2014-)
Pre-existing license: Creative Commons Attribution 4.0 International (CC BY 4.0)
Subject: 004 Computer science, internet
Keywords (English): parameter servers , distributed machine learning , large-scale machine learning , skew , sampling




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Das Dokument wird vom Publikationsserver der Universitätsbibliothek Mannheim bereitgestellt.




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