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Best 8 Data Version Control Tools for Machine Learning 2024

DagsHub

DagsHub DagsHub is a centralized Github-based platform that allows Machine Learning and Data Science teams to build, manage and collaborate on their projects. In addition to versioning code, teams can also version data, models, experiments and more. It does not support the ‘dvc repro’ command to reproduce its data pipeline.

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Beyond data: Cloud analytics mastery for business brilliance

Dataconomy

Key features of cloud analytics solutions include: Data models , Processing applications, and Analytics models. Data models help visualize and organize data, processing applications handle large datasets efficiently, and analytics models aid in understanding complex data sets, laying the foundation for business intelligence.

Analytics 203
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A New Market Is Born: The Data Catalog Market Study

Alation

It complements industry analysis on data catalogs published by Gartner , Forrester , and the Constellation ShortList for Data Cataloging. What is unique about this report is that it is based on thousands of end-users who were surveyed as part of Dresner Advisory’s Wisdom of Crowds 2017. data, models…).