Integrated Reproducibility with Self-describing Machine Learning Models-Reference-Cited by-同舟云学术

Integrated Reproducibility with Self-describing Machine Learning Models

Published:2023-06-27 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 2023 ACM Conference on Reproducibility and Replicability
language:
Short-container-title:

Author:

Wonsil Joseph¹^ORCID,Sullivan Jack²^ORCID,Seltzer Margo¹^ORCID,Pocock Adam²^ORCID

Affiliation:

1. Department of Computer Science, The University of British Columbia, Canada

2. Machine Learning Research Group, Oracle Labs, USA

Funder

Natural Sciences and Engineering Research Council of Canada (NSERC), Nous remercions le Conseil de recherches en sciences naturelles et en genie du ' Canada

Oracle Labs

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3589806.3600039

Reference36 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , 2016 . Tensorflow: A system for large-scale machine learning. In 12th { USENIX} symposium on operating systems design and implementation ({ OSDI} 16). 265–283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, 2016. Tensorflow: A system for large-scale machine learning. In 12th { USENIX} symposium on operating systems design and implementation ({ OSDI} 16). 265–283.

2. DeepDIVA: A Highly-Functional Python Framework for Reproducible Experiments

3. 1,500 scientists lift the lid on reproducibility

4. Matthias Boehm , Iulian Antonov , Sebastian Baunsgaard , Mark Dokter , Robert Ginthör , Kevin Innerebner , Florijan Klezin , Stefanie N. Lindstaedt , Arnab Phani , Benjamin Rath , Berthold Reinwald , Shafaq Siddiqui , and Sebastian Benjamin Wrede . 2020. SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle . In 10th Conference on Innovative Data Systems Research, CIDR 2020 , Amsterdam, The Netherlands , January 12-15, 2020, Online Proceedings . www.cidrdb.org. http://cidrdb.org/cidr2020/papers/p22-boehm-cidr20.pdf Matthias Boehm, Iulian Antonov, Sebastian Baunsgaard, Mark Dokter, Robert Ginthör, Kevin Innerebner, Florijan Klezin, Stefanie N. Lindstaedt, Arnab Phani, Benjamin Rath, Berthold Reinwald, Shafaq Siddiqui, and Sebastian Benjamin Wrede. 2020. SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle. In 10th Conference on Innovative Data Systems Research, CIDR 2020, Amsterdam, The Netherlands, January 12-15, 2020, Online Proceedings. www.cidrdb.org. http://cidrdb.org/cidr2020/papers/p22-boehm-cidr20.pdf

5. LIBSVM: A library for support vector machines;Chang Chih—chung;ACM Transactions on Intelligent Systems and Technology (TIST),2001