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Feature Store best practice: refactoring notebook

Willis1
New Contributor

Hello,

I have a question about best practice regarding registering a feature in Databricks feature store.

โ€‹

Lets say that I create and register featuresโ€‹ during the EDA or experiment phase of a ML project.

Later the model is moving to production stage or other models are beginning to consume the features.

Is it best practice to then move the feature creation code into its own standalone Notebook?

โ€‹

Related question:

A notebook registers features, but when the feature store generates those features for consumption , do all the cells in the associated notebook run , or can it determine only the code that relates specifically to the feature ETL?

2 REPLIES 2

Kaniz_Fatma
Community Manager
Community Manager

Hi @Willis Hardingโ€‹, This page explains what a feature store is and what benefits it provides, and the specific advantages of Databricks Feature Store. Please go through it and let us know if that helps.

Anonymous
Not applicable

Hi @Willis Hardingโ€‹ 

Does @Kaniz Fatmaโ€‹  response answer your question? If yes, would you be happy to mark it as best so that other members can find the solution more quickly?

We'd love to hear from you.

Thanks!

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