ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning

18 November 2016

Papers citing "ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning"

27 / 27 papers shown

Title
Natural Language Querying System Through Entity Enrichment Joshua Amavi Mirian Halfeld Ferrari Nicolas Hiot 16 3 0 21 Oct 2024
Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision Nathaniel Hudson J. G. Pauloski Matt Baughman Alok V. Kamatar Mansi Sakarvadia ... Owen Price Skelly B. Blaiszik Rick L. Stevens Kyle Chard Ian T. Foster MedIm 13 8 0 05 Feb 2024
MGit: A Model Versioning and Management System Wei Hao Daniel Mendoza Rafael Ferreira da Silva Deepak Narayanan Amar Phanishayee VLM 19 1 0 14 Jul 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 8 1 0 07 Jun 2023
Incorporating Experts' Judgment into Machine Learning Models Hogun Park Aly Megahed Peifeng Yin Yuya Jeremy Ong P. Mahajan Pei Guo 8 2 0 24 Apr 2023
The Pipeline for the Continuous Development of Artificial Intelligence Models -- Current State of Research and Practice M. Steidl Michael Felderer Rudolf Ramler 19 41 0 21 Jan 2023
Management of Machine Learning Lifecycle Artifacts: A Survey Marius Schlegel K. Sattler 17 35 0 21 Oct 2022
Metadata Representations for Queryable ML Model Zoos Ziyu Li Rihan Hai A. Bozzon Asterios Katsifodimos 6 2 0 19 Jul 2022
Finding Materialized Models for Model Reuse Minjun Zhao Lu Chen Keyu Yang Yuntao Du Yunjun Gao 21 1 0 13 Oct 2021
Orienting, Framing, Bridging, Magic, and Counseling: How Data Scientists Navigate the Outer Loop of Client Collaborations in Industry and Academia Sean Kross Philip J. Guo 17 30 0 13 May 2021
Deep Model Compression based on the Training History S. H. Shabbeer Basha M. Farazuddin Viswanath Pulabaigari S. Dubey Snehasis Mukherjee VLM 8 17 0 30 Jan 2021
Provenance Graph Kernel David Kohan Marzagão T. D. Huynh Ayah Helal Sean Baccas Luc Moreau 12 1 0 20 Oct 2020
Workflow Provenance in the Lifecycle of Scientific Machine Learning Renan Souza L. Azevedo Vítor Lourencco E. Soares R. Thiago ... M. Moreno P. Valduriez M. Mattoso Renato F. G. Cerqueira M. Netto AI4TS AI4CE 8 31 0 30 Sep 2020
Leam: An Interactive System for In-situ Visual Text Analysis Sajjadur Rahman P. Griggs cCaugatay Demiralp 6 8 0 08 Sep 2020
PipeSim: Trace-driven Simulation of Large-Scale AI Operations Platforms T. Rausch W. Hummer Vinod Muthusamy AI4CE 18 5 0 22 Jun 2020
An Investigation of the Weight Space to Monitor the Training Progress of Neural Networks Konstantin Schurholt Damian Borth 16 3 0 18 Jun 2020
A "Network Pruning Network" Approach to Deep Model Compression Vinay K. Verma Pravendra Singh Vinay P. Namboodiri Piyush Rai 3DPC VLM 12 8 0 15 Jan 2020
Vamsa: Automated Provenance Tracking in Data Science Scripts M. Namaki Avrilia Floratou Fotis Psallidas Subru Krishnan Ashvin Agrawal Yinghui Wu Yiwen Zhu Markus Weimer 8 16 0 07 Jan 2020
ModelHub.AI: Dissemination Platform for Deep Learning Models A. Hosny M. Schwier Christoph Berger Evin Pınar Örnek Mehmet Turan ... U. Hoffmann Bjoern H. Menze Spyridon Bakas Andrey Fedorov Hugo J. W. L. Aerts VLM 9 19 0 26 Nov 2019
Provenance Data in the Machine Learning Lifecycle in Computational Science and Engineering Renan Souza L. Azevedo Vítor Lourenço E. Soares R. Thiago ... M. Moreno P. Valduriez M. Mattoso Renato F. G. Cerqueira M. Netto AI4TS 6 35 0 09 Oct 2019
Scalable Deep Learning on Distributed Infrastructures: Challenges, Techniques and Tools R. Mayer Hans-Arno Jacobsen GNN 19 185 0 27 Mar 2019
DLHub: Model and Data Serving for Science Ryan Chard Zhuozhao Li Kyle Chard Logan T. Ward Y. Babuji A. Woodard S. Tuecke B. Blaiszik Michael Franklin Ian T. Foster 17 74 0 27 Nov 2018
Leveraging Filter Correlations for Deep Model Compression Pravendra Singh Vinay K. Verma Piyush Rai Vinay P. Namboodiri 6 65 0 26 Nov 2018
Frustrated with Replicating Claims of a Shared Model? A Solution Abdul Dakkak Cheng-rong Li Jinjun Xiong Wen-mei W. Hwu 4 7 0 24 Nov 2018
Stability Based Filter Pruning for Accelerating Deep CNNs Pravendra Singh Vinay Sameer Raja Kadi N. Verma Vinay P. Namboodiri CVBM 8 26 0 20 Nov 2018
Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform S. Boag Parijat Dube K. E. Maghraoui Benjamin Herta W. Hummer K. R. Jayaram Rania Y. Khalaf Vinod Muthusamy M. Kalantar Archit Verma 14 8 0 17 May 2018
NISP: Pruning Networks using Neuron Importance Score Propagation Ruichi Yu Ang Li Chun-Fu Chen Jui-Hsin Lai Vlad I. Morariu Xintong Han M. Gao Ching-Yung Lin L. Davis 24 795 0 16 Nov 2017