Lecture 3

Mu Li, David G. Andersen, Jun Woo Park, Alexander J. Smola, Amr Ahmed, Vanja Josifovskiy, James Long, Eugene J. Shekita, Bor-Yiing Su, Scaling Distributed Machine Learning with the Parameter Server Links to an external site. OSDI 2014

Marquita Ellis discussant, slides (pdf) Download (pdf)

Eric P. Xing, Qirong Ho, Wei Dai, Jin Kyu Kim, Jinliang Wei, Seunghak Lee, Xun Zheng, Pengtao Xie, Abhimanu Kumar, Yaoliang Yu Petuum: A New Platform for Distributed Machine Learning on Big Data Links to an external site. SIGKDD Conference on Knowledge Discovery and Data Mining, 2015 (KDD 2015)

Johann Schleier-Smith discussant

Tianqi Chen, Mu Li, Yutian Li, Min Lin, Naiyan Wang, Minjie Wang, Tianjun Xiao, Bing Xu, Chiyuan Zhang, and Zheng Zhang. MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems Links to an external site.. In Neural Information Processing Systems, Workshop on Machine Learning Systems, 2015

John Canny discussant, slides (ppt) Download (ppt)