Serving deep learning models in a serverless platform

23 October 2017

Papers citing "Serving deep learning models in a serverless platform"

13 / 13 papers shown

Title
SkyServe: Serving AI Models across Regions and Clouds with Spot Instances Ziming Mao Tian Xia Zhanghao Wu Wei-Lin Chiang Tyler Griggs Romil Bhardwaj Zongheng Yang S. Shenker Ion Stoica 62 2 0 03 Nov 2024
Serverless Computing for Scientific Applications Maciej Malawski B. Baliś 35 6 0 04 Sep 2023
MLLess: Achieving Cost Efficiency in Serverless Machine Learning Training Pablo Gimeno Sarroca Marc Sánchez Artigas 34 14 0 12 Jun 2022
A Survey on Serverless Computing J. John Shashank Gupta 14 59 0 20 Jun 2021
Towards Demystifying Serverless Machine Learning Training Jiawei Jiang Shaoduo Gan Yue Liu Fanlin Wang Gustavo Alonso Ana Klimovic Ankit Singla Wentao Wu Ce Zhang 21 122 0 17 May 2021
LIBRA: An Economical Hybrid Approach for Cloud Applications with Strict SLAs A. Raza Zongshun Zhang Nabeel Akhtar Vatche Isahagian I. Matta 11 17 0 12 Apr 2021
PACSET (Packed Serialized Trees): Reducing Inference Latency for Tree Ensemble Deployment Meghana Madhyastha Kunal Lillaney J. Browne Joshua T. Vogelstein Randal C. Burns 30 1 0 10 Nov 2020
Scalable Deployment of AI Time-series Models for IoT Bradley Eck Francesco Fusco Robert Gormally Mark Purcell Seshu Tirupathi 15 8 0 24 Mar 2020
Faasm: Lightweight Isolation for Efficient Stateful Serverless Computing Simon Shillaker Peter R. Pietzuch 38 273 0 21 Feb 2020
Serverless Supercomputing: High Performance Function as a Service for Science Ryan Chard Tyler J. Skluzacek Zhuozhao Li Y. Babuji A. Woodard Ben Blaiszik S. Tuecke Ian Foster Kyle Chard LRM 30 34 0 14 Aug 2019
BARISTA: Efficient and Scalable Serverless Serving System for Deep Learning Prediction Services Anirban Bhattacharjee A. Chhokra Zhuangwei Kang Hongyang Sun A. Gokhale G. Karsai 24 63 0 02 Apr 2019
OverSketched Newton: Fast Convex Optimization for Serverless Systems Vipul Gupta S. Kadhe T. Courtade Michael W. Mahoney Kannan Ramchandran 21 33 0 21 Mar 2019
Ambitious Data Science Can Be Painless Hatef Monajemi Riccardo Murri Eric Jonas Percy Liang V. Stodden D. Donoho 29 13 0 25 Jan 2019