School of Computer Science

A New Look at the System, Algorithm and Theory Foundations of Distributed Machine Learning

1Eric P. Xing and 2Qirong Ho

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1Carnegie Mellon University

2Institute for Infocomm Research, A*STAR

KDD 15

© Eric Xing @ CMU, 2015

Acknowledgements:

Wei Dai, Jin Kyu Kim, Abhimanu Kumar, Seunghak Lee, Jinliang Wei, Pengtao Xie, Xun Zheng

Yaoliang Yu, James Cipar, Henggang Cui,

and, Phil Gibbons, Greg Ganger, Garth Gibson

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IEEE TRANSACTIONS ON BIG DATA, VOL. XX, NO. X, MARCH 2015 1

Petuum: A New Platform for Distributed Machine Learning on Big Data

Eric P. Xing, Qirong Ho, Wei Dai, Jin Kyu Kim, Jinliang Wei, Seunghak Lee, Xun Zheng, Pengtao Xie,

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Abhimanu Kumar, and Yaoliang Yu

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Research

iCity & Big Data—Review

Strategies and Principles of Distributed Machine Learning on Big Data

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Eric P. Xing *, Qirong Ho, Pengtao Xie, Dai Wei

School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, USA

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