Transactional Python for Durable Machine Learning: Vision, Challenges, and Feasibility

Author:

Chockchowwat Supawit1ORCID,Li Zhaoheng1ORCID,Park Yongjoo1ORCID

Affiliation:

1. University of Illinois at Urbana-Champaign, Champaign, US

Publisher

ACM

Reference46 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, et al. 2016. TensorFlow: a system for Large-Scale machine learning. In 12th USENIX symposium on operating systems design and implementation (OSDI 16). 265--283.

2. Write-behind logging

3. Souvik Bhattacherjee , Amit Chavan , and Silu Huang . 2015 . Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff . Proceedings of the VLDB Endowment, 8 (12) (2015). Souvik Bhattacherjee, Amit Chavan, and Silu Huang. 2015. Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff. Proceedings of the VLDB Endowment, 8 (12) (2015).

4. Lineage retrieval for scientific data processing: a survey

5. Peter Buneman , Adriane Chapman , and James Cheney . 2006 . Provenance management in curated databases . In Proceedings of the 2006 ACM SIGMOD international conference on Management of data. 539--550 . Peter Buneman, Adriane Chapman, and James Cheney. 2006. Provenance management in curated databases. In Proceedings of the 2006 ACM SIGMOD international conference on Management of data. 539--550.

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