Versioning
What are the different levels of versioning your data?
Versioning - Data Management

Summary

  • Data versioning refers to saving new copies of your data when you make changes so that you can go back and retrieve specific versions of your files later.
  • In Level 0, the data lives on the filesystem and/or object storage and the database without being versioned.
  • In Level 1, the data is versioned by storing a snapshot of everything at training time.
  • In Level 2, the data is versioned as a mix of assets and code.
  • Level 3 requires specialized solutions for versioning data. You should avoid these until you can fully explain how they will improve your project.
Last modified 2yr ago
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Summary