Rafiki: Machine Learning as an Analytics Service System

17 April 2018

Papers citing "Rafiki: Machine Learning as an Analytics Service System"

21 / 21 papers shown

Title
Database Meets Deep Learning: Challenges and Opportunities Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Beng Chin Ooi K. Tan 72 148 0 21 Jun 2019
PANDA: Facilitating Usable AI Development Jinyang Gao Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Guoliang Li Teck Khim Ng Beng Chin Ooi Sheng Wang Jingren Zhou 73 4 0 26 Apr 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 115 2,766 0 09 Feb 2018
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads Tian Li Jie Zhong Ji Liu Wentao Wu Ce Zhang 43 70 0 24 Aug 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 127 3,774 0 15 Aug 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 532 19,265 0 20 Jul 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,880 0 17 Apr 2017
NoScope: Optimizing Neural Network Queries over Video at Scale Daniel Kang John Emmons Firas Abuzaid Peter Bailis Matei A. Zaharia 88 206 0 07 Mar 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 229 1,542 0 25 Jan 2017
Clipper: A Low-Latency Online Prediction Serving System D. Crankshaw Xin Wang Giulio Zhou Michael Franklin Joseph E. Gonzalez Ion Stoica 67 676 0 09 Dec 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 478 5,378 0 05 Nov 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016
Deep Learning At Scale and At Ease Wei Wang Gang Chen Haibo Chen Tien Tuan Anh Dinh Jinyang Gao Beng Chin Ooi K. Tan Sheng Wang 49 27 0 25 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 156 7,501 0 24 Feb 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 207 8,879 0 04 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Scalable Bayesian Optimization Using Deep Neural Networks Jasper Snoek Oren Rippel Kevin Swersky Ryan Kiros N. Satish N. Sundaram Md. Mostofa Ali Patwary P. Prabhat Ryan P. Adams BDL UQCV 95 1,045 0 19 Feb 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 485 43,694 0 17 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 369 7,957 0 13 Jun 2012
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 203 7,728 0 02 Mar 2011