Vocabulary

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A practical dictionary of 512 AI, machine learning, mathematics, and programming terms from HerbDev’s AI Vocabulary app. Start with a definition, explore an example, then follow the concepts behind it.

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Data Versioning

MLOps · Level 3 of 5

Data Versioning

Identifying reproducible versions of datasets and transformations.

A filename alone may not capture the actual data contents.

Example

A training run records the exact dataset snapshot hash.

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Audio transcript

Data Versioning. Identifying reproducible versions of datasets and transformations. A filename alone may not capture the actual data contents. For example: A training run records the exact dataset snapshot hash.

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This helps you connect experiments to reliable and traceable production behavior.

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