What is Dataset Management?
What does 'Dataset Management' mean?
Organizing the data used to train and evaluate machine learning models: registering datasets, versioning them so an experiment can be tied to the exact data it saw, tracking lineage back to source systems, and controlling who can access what. Without it, reproducing a past result is guesswork, because the data may have changed since the model was trained. It also covers splitting data into training, validation, and test sets and keeping those splits stable.
List of software with Dataset Management functionality
About the reviewer
Rajat Gupta is the founder of Spotsaas. Over the past two years, he has reviewed 2,000+ tools across CRM, HR, AI, and finance — applying hands-on product research and a background in commerce and the CFA program to evaluate software through a business and ROI lens. His goal: help teams make software decisions they won't regret.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].