Data Version Control (software) (English Wikipedia)

Kulkarni, Amit (17 June 2021). "Tracking ML Experiments With Data Version Control". Analytics Vidhya. Archived from the original on 6 October 2022. Retrieved 6 October 2022.

arxiv.org (Global: 49^th place; English: 31^st place)

Hewage, Nipuni; Meedeniya, Dulani (2022). "Machine Learning Operations: A Survey on MLOps Tool Support". arXiv:2202.10169 [cs.SE].
Idowu, Samuel; Strüber, Daniel; Berger, Thorsten (2021). "Asset Management in Machine Learning: A Survey". arXiv:2102.06919 [cs.SE].
Kapoor, Sayash; Narayanan, Arvind (2022). "Leakage and the Reproducibility Crisis in ML-based Science". arXiv:2207.07048 [cs.LG].

businesswire.com (Global: 828^th place; English: 485^th place)

"MLOps Company Iterative Achieves Significant Customer and Company Growth in 2021". Business Wire. Archived from the original on 2022-10-05. Retrieved 2022-10-05.

crowdbotics.com (Global: low place; English: low place)

Ejaz, Nimra (6 October 2021). "Data Version Control Explained". Crowdbotics. Archived from the original on 7 October 2022. Retrieved 7 October 2022.
"Data Version Control Explained". Crowdbotics. 6 October 2021. Archived from the original on 7 October 2022. Retrieved 7 October 2022.

doi.org (Global: 2^nd place; English: 2^nd place)

Barrak Amine, Eghan Ellis E., Adams Bram (March 2021). "On the Co-evolution of ML Pipelines and Source Code - Empirical Study of DVC Projects". 2021 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER). pp. 422–433. doi:10.1109/SANER50967.2021.00046. ISBN 978-1-7281-9630-5. Archived from the original on 2022-10-05. Retrieved 2022-10-05.

dvc.org (Global: low place; English: low place)

"DVC Documentation. Supported storage types". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Get Started". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Versioning Data and Models". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Internal Directories and Files". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Large Dataset Optimization". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Get Started: Data Pipelines". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. dvc.yaml". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. dvc.lock file". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. DVC Experiments Overview". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. Persisting Experiments". dvc.org/doc.^{[permanent dead link]}
"DVC Documentation. Get Started: Visualization with Plots". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. Metrics and Plots outputs". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. DVCLive with DVC". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. Experiment Management". dvc.org/doc. Archived from the original on 2022-10-08. Retrieved 2022-10-07.
"DVC Documentation. Related Technologies". dvc.org/doc. Archived from the original on 2022-12-02. Retrieved 2022-12-02.

finance.yahoo.com (Global: 894^th place; English: 567^th place)

"Iterative Introduces First Git-based Machine Learning Model Registry". Yahoo Finance. Archived from the original on 2022-10-07. Retrieved 2022-10-07.

github.com (Global: 380^th place; English: 337^th place)

treeverse. "Release 3.0.0 · treeverse/dvc". GitHub. Retrieved 2026-01-12.
treeverse. "Release 3.0.0 · treeverse/dvc". GitHub. Retrieved 2026-01-12.
treeverse. "Release 3.0.0 · treeverse/dvc". GitHub. Retrieved 2026-01-12.

ieee.org (Global: 912^th place; English: 722^nd place)

ieeexplore.ieee.org

Barrak Amine, Eghan Ellis E., Adams Bram (March 2021). "On the Co-evolution of ML Pipelines and Source Code - Empirical Study of DVC Projects". 2021 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER). pp. 422–433. doi:10.1109/SANER50967.2021.00046. ISBN 978-1-7281-9630-5. Archived from the original on 2022-10-05. Retrieved 2022-10-05.

iterative.ai (Global: low place; English: low place)

Petrov, Dmitry. "DVC 3 Years and 1.0 Pre-release". Iterative.ai. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
"DVC 3 Years and 1.0 Pre-release". Iterative.ai. 4 May 2020. Archived from the original on 5 October 2022. Retrieved 5 October 2022.
"DVC 1.0 release: new features for MLOps". Iterative.ai. 22 June 2020. Archived from the original on 2 December 2022. Retrieved 2 December 2022.
"DVC 2.0 Release". Iterative.ai. 3 March 2021. Archived from the original on 2 December 2022. Retrieved 2 December 2022.

kaggle.com (Global: low place; English: low place)

"Introduction to Data Version Control(DVC)". Kaggle. Archived from the original on 2022-10-06. Retrieved 2022-10-06.

kapernikov.com (Global: low place; English: low place)

"How we keep track of our data experiments". Kapernikov. 26 January 2022. Archived from the original on 6 October 2022. Retrieved 6 October 2022.

kdnuggets.com (Global: low place; English: low place)

Awan, Abid Ali. "12 Essential VSCode Extensions for Data Science". KDnuggets. Archived from the original on 2024-06-28. Retrieved 2022-10-07.
Petrov, Dmitry. "Data Version Control: iterative machine learning". KDnuggets. Archived from the original on 2022-12-02. Retrieved 2022-12-02.

lakefs.io (Global: low place; English: low place)

"lakeFS Acquires DVC, Uniting Data Version Control Pioneers to Accelerate AI-ready Data". lakeFS. Retrieved 2026-01-12.
"lakeFS Acquires DVC, Uniting Data Version Control Pioneers to Accelerate AI-ready Data". lakeFS. Retrieved 2026-01-12.
Orr, Einat (25 July 2022). "Data versioning as your 'Get out of jail' card – DVC vs. Git-LFS vs. dolt vs. lakeFS". lakeFS. Archived from the original on 23 November 2022. Retrieved 23 November 2022.

medium.com (Global: 651^st place; English: 479^th place)

Guerrapin, Basile (12 July 2019). "Using DVC to create an efficient version control system for data projects". The Qonto Way. Archived from the original on 6 October 2022. Retrieved 6 October 2022.

mlops-guide.github.io (Global: low place; English: low place)

"What is DVC?". MLOps Guide. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
"Working with Pipelines". MLOps Guide. Archived from the original on 2022-10-06. Retrieved 2022-10-06.

rappi.com (Global: low place; English: low place)

engineering.rappi.com

Baena, Daniel (2 March 2022). "How to build an efficient Machine Learning project workflow using Data Version Control (DVC)". Rappi Tech. Archived from the original on 6 October 2022. Retrieved 6 October 2022.

realpython.com (Global: low place; English: low place)

Ivancic, Kristijan. "Data Version Control With Python and DVC". Real Python. Archived from the original on 2022-10-05. Retrieved 2022-10-05.

techcrunch.com (Global: 317^th place; English: 224^th place)

Lardinois, Frederic. "Iterative raises $20M for its MLOps platform". TechCrunch. Archived from the original on 2022-10-06. Retrieved 2022-10-06.

tfir.io (Global: low place; English: low place)

Nicholls, Emily (14 June 2022). "Iterative Announces A Free Extension To Microsoft Visual Studio Code To Accelerate ML Model Development Experience". TFiR. Archived from the original on 7 October 2022. Retrieved 7 October 2022.
Bhartiya, Swapnil (28 June 2022). "Iterative's DVC Extension Turns VS Code Into ML Experimentation Platform". TFiR. Archived from the original on 28 June 2024. Retrieved 7 October 2022.

thenewstack.io (Global: low place; English: low place)

Hall, Susan (4 February 2021). "Iterative.ai: Git-Based Machine Learning Tools for ML Engineers". The New Stack. Archived from the original on 5 October 2022. Retrieved 5 October 2022.
Petrov, Dmitry. "The Road to AI Hell Starts with Good MLOps Intentions". The New Stack. Archived from the original on 2022-10-06. Retrieved 2022-10-06.

towardsdatascience.com (Global: low place; English: low place)

Vázquez, Favio (17 April 2019). "Data version control with DVC. What do the authors have to say?". Towards Data Science. Archived from the original on 2 December 2022. Retrieved 2 December 2022.

vcbay.news (Global: low place; English: low place)

Singh, Swastik (3 June 2021). "An open-source startup Iterative.ai raises USD 20 Million". VCBay. Archived from the original on 2 December 2022. Retrieved 2 December 2022.

venturebeat.com (Global: 831^st place; English: 553^rd place)

Wiggers, Kyle. "MLOps startup Iterative.ai nabs $20M". VentureBeat. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Vizard, Michael. "Iterative.ai updates MLOps platform to streamline and support cloud provisioning". VentureBeat. Archived from the original on 2022-10-06. Retrieved 2022-10-06.

visualstudio.com (Global: low place; English: low place)

marketplace.visualstudio.com

"DVC Extension for Visual Studio Code". Visual Studio. Marketplace. Archived from the original on 2022-10-07. Retrieved 2022-10-07.

web.archive.org (Global: 1^st place; English: 1^st place)

Barrak Amine, Eghan Ellis E., Adams Bram (March 2021). "On the Co-evolution of ML Pipelines and Source Code - Empirical Study of DVC Projects". 2021 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER). pp. 422–433. doi:10.1109/SANER50967.2021.00046. ISBN 978-1-7281-9630-5. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Ivancic, Kristijan. "Data Version Control With Python and DVC". Real Python. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Wiggers, Kyle. "MLOps startup Iterative.ai nabs $20M". VentureBeat. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
"MLOps Company Iterative Achieves Significant Customer and Company Growth in 2021". Business Wire. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Hall, Susan (4 February 2021). "Iterative.ai: Git-Based Machine Learning Tools for ML Engineers". The New Stack. Archived from the original on 5 October 2022. Retrieved 5 October 2022.
"What is DVC?". MLOps Guide. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Petrov, Dmitry. "DVC 3 Years and 1.0 Pre-release". Iterative.ai. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Anadiotis, George. "Streamlining data science with open source: Data version control and continuous machine learning". ZDNET. Archived from the original on 2022-10-05. Retrieved 2022-10-05.
Petrov, Dmitry. "The Road to AI Hell Starts with Good MLOps Intentions". The New Stack. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
Ejaz, Nimra (6 October 2021). "Data Version Control Explained". Crowdbotics. Archived from the original on 7 October 2022. Retrieved 7 October 2022.
Lardinois, Frederic. "Iterative raises $20M for its MLOps platform". TechCrunch. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"AITech interview with Dmitry Petrov, Co-Founder & CEO at Iterative.ai". AI Tech Park. 20 July 2022. Archived from the original on 6 October 2022. Retrieved 6 October 2022.
"Data Versioning for CD4ML – Part 2". AI Singapore. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
Baena, Daniel (2 March 2022). "How to build an efficient Machine Learning project workflow using Data Version Control (DVC)". Rappi Tech. Archived from the original on 6 October 2022. Retrieved 6 October 2022.
"DVC Documentation. Supported storage types". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
Vizard, Michael. "Iterative.ai updates MLOps platform to streamline and support cloud provisioning". VentureBeat. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
Kulkarni, Amit (17 June 2021). "Tracking ML Experiments With Data Version Control". Analytics Vidhya. Archived from the original on 6 October 2022. Retrieved 6 October 2022.
"Introduction to Data Version Control(DVC)". Kaggle. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
Guerrapin, Basile (12 July 2019). "Using DVC to create an efficient version control system for data projects". The Qonto Way. Archived from the original on 6 October 2022. Retrieved 6 October 2022.
"DVC Documentation. Get Started". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Versioning Data and Models". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Internal Directories and Files". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Large Dataset Optimization". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"Working with Pipelines". MLOps Guide. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. Get Started: Data Pipelines". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. dvc.yaml". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. dvc.lock file". dvc.org/doc. Archived from the original on 2022-10-06. Retrieved 2022-10-06.
"DVC Documentation. DVC Experiments Overview". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"How we keep track of our data experiments". Kapernikov. 26 January 2022. Archived from the original on 6 October 2022. Retrieved 6 October 2022.
"DVC Extension for Visual Studio Code". Visual Studio. Marketplace. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"Iterative Introduces First Git-based Machine Learning Model Registry". Yahoo Finance. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. Get Started: Visualization with Plots". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. Metrics and Plots outputs". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
"DVC Documentation. DVCLive with DVC". dvc.org/doc. Archived from the original on 2022-10-07. Retrieved 2022-10-07.
Nicholls, Emily (14 June 2022). "Iterative Announces A Free Extension To Microsoft Visual Studio Code To Accelerate ML Model Development Experience". TFiR. Archived from the original on 7 October 2022. Retrieved 7 October 2022.
Bhartiya, Swapnil (28 June 2022). "Iterative's DVC Extension Turns VS Code Into ML Experimentation Platform". TFiR. Archived from the original on 28 June 2024. Retrieved 7 October 2022.
Awan, Abid Ali. "12 Essential VSCode Extensions for Data Science". KDnuggets. Archived from the original on 2024-06-28. Retrieved 2022-10-07.
"DVC 3 Years and 1.0 Pre-release". Iterative.ai. 4 May 2020. Archived from the original on 5 October 2022. Retrieved 5 October 2022.
"Data Version Control Explained". Crowdbotics. 6 October 2021. Archived from the original on 7 October 2022. Retrieved 7 October 2022.
Petrov, Dmitry. "Data Version Control: iterative machine learning". KDnuggets. Archived from the original on 2022-12-02. Retrieved 2022-12-02.
Vázquez, Favio (17 April 2019). "Data version control with DVC. What do the authors have to say?". Towards Data Science. Archived from the original on 2 December 2022. Retrieved 2 December 2022.
Smolaks, Max. "Iterative.ai pitches open source alternative to AWS SageMaker and Azure ML Engineer". AI Business. Archived from the original on 2022-12-02. Retrieved 2022-12-02.
Singh, Swastik (3 June 2021). "An open-source startup Iterative.ai raises USD 20 Million". VCBay. Archived from the original on 2 December 2022. Retrieved 2 December 2022.
"DVC 1.0 release: new features for MLOps". Iterative.ai. 22 June 2020. Archived from the original on 2 December 2022. Retrieved 2 December 2022.
"DVC 2.0 Release". Iterative.ai. 3 March 2021. Archived from the original on 2 December 2022. Retrieved 2 December 2022.
"DVC Documentation. Experiment Management". dvc.org/doc. Archived from the original on 2022-10-08. Retrieved 2022-10-07.
"DVC Documentation. Related Technologies". dvc.org/doc. Archived from the original on 2022-12-02. Retrieved 2022-12-02.
Orr, Einat (25 July 2022). "Data versioning as your 'Get out of jail' card – DVC vs. Git-LFS vs. dolt vs. lakeFS". lakeFS. Archived from the original on 23 November 2022. Retrieved 23 November 2022.

zdnet.com (Global: 1,235^th place; English: 855^th place)

Anadiotis, George. "Streamlining data science with open source: Data version control and continuous machine learning". ZDNET. Archived from the original on 2022-10-05. Retrieved 2022-10-05.

Data Version Control (software) (English Wikipedia)

ai-techpark.com (Global: low place; English: low place)

aibusiness.com (Global: low place; English: low place)

aisingapore.org (Global: low place; English: low place)

analyticsvidhya.com (Global: low place; English: low place)

arxiv.org (Global: 49th place; English: 31st place)

businesswire.com (Global: 828th place; English: 485th place)

crowdbotics.com (Global: low place; English: low place)

doi.org (Global: 2nd place; English: 2nd place)

dvc.org (Global: low place; English: low place)

finance.yahoo.com (Global: 894th place; English: 567th place)

github.com (Global: 380th place; English: 337th place)

ieee.org (Global: 912th place; English: 722nd place)

ieeexplore.ieee.org

iterative.ai (Global: low place; English: low place)

kaggle.com (Global: low place; English: low place)

kapernikov.com (Global: low place; English: low place)

kdnuggets.com (Global: low place; English: low place)

lakefs.io (Global: low place; English: low place)

medium.com (Global: 651st place; English: 479th place)

mlops-guide.github.io (Global: low place; English: low place)

rappi.com (Global: low place; English: low place)

engineering.rappi.com

realpython.com (Global: low place; English: low place)

techcrunch.com (Global: 317th place; English: 224th place)

tfir.io (Global: low place; English: low place)

thenewstack.io (Global: low place; English: low place)

towardsdatascience.com (Global: low place; English: low place)

vcbay.news (Global: low place; English: low place)

venturebeat.com (Global: 831st place; English: 553rd place)

visualstudio.com (Global: low place; English: low place)

marketplace.visualstudio.com

web.archive.org (Global: 1st place; English: 1st place)

zdnet.com (Global: 1,235th place; English: 855th place)

arxiv.org (Global: 49^th place; English: 31^st place)

businesswire.com (Global: 828^th place; English: 485^th place)

doi.org (Global: 2^nd place; English: 2^nd place)

finance.yahoo.com (Global: 894^th place; English: 567^th place)

github.com (Global: 380^th place; English: 337^th place)

ieee.org (Global: 912^th place; English: 722^nd place)

medium.com (Global: 651^st place; English: 479^th place)

techcrunch.com (Global: 317^th place; English: 224^th place)

venturebeat.com (Global: 831^st place; English: 553^rd place)

web.archive.org (Global: 1^st place; English: 1^st place)

zdnet.com (Global: 1,235^th place; English: 855^th place)