Data version control (English Wikipedia)

Bhardwaj, Anant; Bhattacherjee, Souvik; Chavan, Amit; Deshpande, Amol; Elmore, Aaron J.; Madden, Samuel; Parameswaran, Aditya G. (2014-09-02). "DataHub: Collaborative Data Science & Dataset Version Management at Scale". arXiv:1409.0798 [cs.DB].

databasestar.com

"The Ultimate Guide to Database Version Control, CI/CD, and Deployment". Database Star. 2020-02-01. Retrieved 2023-01-18.

digiday.com

Shields, Ronan (2023-01-05). "The Trade Desk attempts to woo advertisers at CES with 'Galileo' — a bid to chart the 'Open Internet' without cookies". Digiday. Retrieved 2023-01-18.

doi.org

Snodgrass, Richard; Ahn, Ilsoo (1985-05-01). "A taxonomy of time databases". ACM SIGMOD Record. 14 (4): 236–246. doi:10.1145/971699.318921. ISSN 0163-5808.
Bryan, Jennifer (2018-01-02). "Excuse Me, Do You Have a Moment to Talk About Version Control?". The American Statistician. 72 (1): 20–27. doi:10.1080/00031305.2017.1399928. ISSN 0003-1305. S2CID 40975582.
Seering, Adam; Cudre-Mauroux, Philippe; Madden, Samuel; Stonebraker, Michael (2012-04-01). "Efficient Versioning for Scientific Array Databases". 2012 IEEE 28th International Conference on Data Engineering. pp. 1013–1024. doi:10.1109/ICDE.2012.102. hdl:1721.1/90380. ISBN 978-0-7695-4747-3. S2CID 9144420.
Katz, William T.; Plaza, Stephen M. (2019). "DVID: Distributed Versioned Image-Oriented Dataservice". Frontiers in Neural Circuits. 13: 5. doi:10.3389/fncir.2019.00005. ISSN 1662-5110. PMC 6371063. PMID 30804760.

dstack.ai

docs.dstack.ai

Cheptsov, Andrey. "Reproducible ML workflows for teams - dstack". docs.dstack.ai. Retrieved 2023-01-18.

fuzzylabs.ai

"A guide to open source data version control - Fuzzy Labs". www.fuzzylabs.ai. Retrieved 2023-01-05.

git-lfs.com

"Git Large File Storage". Git Large File Storage. Retrieved 2023-01-05.

handle.net

hdl.handle.net

Seering, Adam; Cudre-Mauroux, Philippe; Madden, Samuel; Stonebraker, Michael (2012-04-01). "Efficient Versioning for Scientific Array Databases". 2012 IEEE 28th International Conference on Data Engineering. pp. 1013–1024. doi:10.1109/ICDE.2012.102. hdl:1721.1/90380. ISBN 978-0-7695-4747-3. S2CID 9144420.

ieee.org

ieeexplore.ieee.org

Seering, Adam; Cudre-Mauroux, Philippe; Madden, Samuel; Stonebraker, Michael (2012-04-01). "Efficient Versioning for Scientific Array Databases". 2012 IEEE 28th International Conference on Data Engineering. pp. 1013–1024. doi:10.1109/ICDE.2012.102. hdl:1721.1/90380. ISBN 978-0-7695-4747-3. S2CID 9144420.

informatik-aktuell.de

"Versionskontrolle für Machine-Learning-Projekte". Informatik Aktuell (in German). Retrieved 2023-01-05.

kaggle.com

"Day 1: Data Versioning & Creating Datasets". kaggle.com. Retrieved 2023-01-18.

kdnuggets.com

"How to Set Yourself Apart from Other Applicants with Data-Centric AI". KDnuggets. Retrieved 2023-01-18.

marktechpost.com

Ingle, Prathamesh (2022-10-21). "Top Data Version Control Tools for Machine Learning Research in 2022". MarkTechPost. Retrieved 2023-01-18.
Ingle, Prathamesh (2022-10-06). "Top Tools for Machine Learning (ML) Experiment Tracking and Management". MarkTechPost. Retrieved 2023-01-18.

medium.com

Aryan Jadon (26 December 2022). "Survey of Data Versioning Tools for Machine Learning Operations". Medium. Retrieved 2023-06-27.

neptune.ai

"neptune.ai | About us, our story, team and Neptune in the news". neptune.ai. Retrieved 2023-01-04.

nih.gov

ncbi.nlm.nih.gov

Katz, William T.; Plaza, Stephen M. (2019). "DVID: Distributed Versioned Image-Oriented Dataservice". Frontiers in Neural Circuits. 13: 5. doi:10.3389/fncir.2019.00005. ISSN 1662-5110. PMC 6371063. PMID 30804760.

pubmed.ncbi.nlm.nih.gov

Katz, William T.; Plaza, Stephen M. (2019). "DVID: Distributed Versioned Image-Oriented Dataservice". Frontiers in Neural Circuits. 13: 5. doi:10.3389/fncir.2019.00005. ISSN 1662-5110. PMC 6371063. PMID 30804760.

projectnessie.org

"About Nessie - Project Nessie: Transactional Catalog for Data Lakes with Git-like semantics". projectnessie.org. Retrieved 2023-01-18.

projectpro.io

"Apache Hadoop turns 10: The Rise and Glory of Hadoop". ProjectPro. Retrieved 2023-01-18.

quiltdata.com

"Quilt Data". Quilt Data. Retrieved 2023-01-18.

semanticscholar.org

api.semanticscholar.org

Bryan, Jennifer (2018-01-02). "Excuse Me, Do You Have a Moment to Talk About Version Control?". The American Statistician. 72 (1): 20–27. doi:10.1080/00031305.2017.1399928. ISSN 0003-1305. S2CID 40975582.
Seering, Adam; Cudre-Mauroux, Philippe; Madden, Samuel; Stonebraker, Michael (2012-04-01). "Efficient Versioning for Scientific Array Databases". 2012 IEEE 28th International Conference on Data Engineering. pp. 1013–1024. doi:10.1109/ICDE.2012.102. hdl:1721.1/90380. ISBN 978-0-7695-4747-3. S2CID 9144420.

startupstash.com

StartupStash. "Top 16 Data Versioning Tools". Startup Stash. Retrieved 2023-01-04.

techcrunch.com

Lardinois, Frederic (2022-06-01). "Iterative launches MLEM, a tool to simplify ML model deployment". TechCrunch. Retrieved 2023-01-18.
Miller, Ron (2021-11-02). "Activeloop snags $5M seed to build streaming database for AI applications". TechCrunch. Retrieved 2023-01-18.
Wiggers, Kyle (2022-09-21). "Voxel51 lands funds for its platform to manage unstructured data". TechCrunch. Retrieved 2023-01-18.

the-turing-way.netlify.app

"Version Control for Data — The Turing Way". the-turing-way.netlify.app. Retrieved 2023-01-05.

thenewstack.io

Hall, Susan (2020-08-19). "Dolt, a Relational Database with Git-Like Cloning Features". The New Stack. Retrieved 2023-01-05.

unite.ai

"Edward Cui, Founder & CEO of Graviti - Interview Series - Unite.AI". www.unite.ai. 17 January 2022. Retrieved 2023-01-18.

venturebeat.com

"Treeverse raises $23M to bring Git-like version control to data lakes". VentureBeat. 2021-07-28. Retrieved 2023-01-05.
"Top AI startup news of the week: InstaDeep, DeepL, Pachyderm and more". VentureBeat. 2023-01-13. Retrieved 2023-01-18.

worldcat.org

search.worldcat.org

Snodgrass, Richard; Ahn, Ilsoo (1985-05-01). "A taxonomy of time databases". ACM SIGMOD Record. 14 (4): 236–246. doi:10.1145/971699.318921. ISSN 0163-5808.
Bryan, Jennifer (2018-01-02). "Excuse Me, Do You Have a Moment to Talk About Version Control?". The American Statistician. 72 (1): 20–27. doi:10.1080/00031305.2017.1399928. ISSN 0003-1305. S2CID 40975582.
Reproducibility and replicability in science. Engineering, and Medicine. Washington, DC. 2019. p. 114. ISBN 978-0-309-48617-0. OCLC 1122461743.{{cite book}}: CS1 maint: location missing publisher (link) CS1 maint: others (link)
Katz, William T.; Plaza, Stephen M. (2019). "DVID: Distributed Versioned Image-Oriented Dataservice". Frontiers in Neural Circuits. 13: 5. doi:10.3389/fncir.2019.00005. ISSN 1662-5110. PMC 6371063. PMID 30804760.

x-mol.com

en.x-mol.com

"X-MOL". en.x-mol.com. Retrieved 2023-01-18.

zdnet.com

"Streamlining data science with open source: Data version control and continuous machine learning". ZDNET. Retrieved 2023-01-05.