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Model Versioning

MOD-ul VER-zhun-ing

/ˈmɒdəl ˈvɜːrʒənɪŋ/

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Syllable breakdown

modelversioning

Dictionary meaning

The systematic tracking of different iterations of a machine learning model, including changes to architecture, training data, hyperparameters, and performance metrics

Examples

  • Model versioning allowed the team to roll back to the previous model when the new one underperformed.
  • Every experiment should be captured in model versioning to ensure reproducibility.
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