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Back to the lesson libraryMECHANISM · 12 MIN
M33.2 CONNECT THE MECHANISM

Keep training and serving connected to the same definitions

A visitor was told a branch was open on a holiday. Which prompt, index, and model gave that answer? Learn to pack a release so you can always tell.

LESSON OVERVIEW12 min lesson

Lesson overview

A visitor was told a branch was open on a holiday. Which prompt, index, and model gave that answer? Learn to pack a release so you can always tell.

What you’ll explore

  • Version the model, prompt, data, index, and configuration together as one release, trace any answer back to it, and catch training-serving mismatches in what inputs mean.
GO TO THE SOURCE

Original explanations, connected to the research.

Hidden Technical Debt in Machine Learning Systems (Sculley et al., NeurIPS 2015)The ML Test Score (Breck et al., 2017)Model Cards for Model Reporting (Mitchell et al., FAT* 2019)MLflow Model Registry documentation
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