https://community.databricks.com/t5/machine-learning/feature-store-best-practice-refactoring-notebook/m-p/30014#M1619 <P>Hello, </P><P>I have a question about best practice regarding registering a feature in Databricks feature store.</P><P>​</P><P>Lets say that I create and register features​ during the EDA or experiment phase of a ML project. </P><P>Later the model is moving to production stage or other models are beginning to consume the features. </P><P>Is it best practice to then move the feature creation code into its own standalone Notebook?</P><P>​</P><P>Related question: </P><P>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?</P> Fri, 30 Sep 2022 07:44:17 GMT Willis1 2022-09-30T07:44:17Z https://community.databricks.com/t5/machine-learning/feature-store-best-practice-refactoring-notebook/m-p/30014#M1619 <P>Hello, </P><P>I have a question about best practice regarding registering a feature in Databricks feature store.</P><P>​</P><P>Lets say that I create and register features​ during the EDA or experiment phase of a ML project. </P><P>Later the model is moving to production stage or other models are beginning to consume the features. </P><P>Is it best practice to then move the feature creation code into its own standalone Notebook?</P><P>​</P><P>Related question: </P><P>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?</P> Fri, 30 Sep 2022 07:44:17 GMT https://community.databricks.com/t5/machine-learning/feature-store-best-practice-refactoring-notebook/m-p/30014#M1619 Willis1 2022-09-30T07:44:17Z https://community.databricks.com/t5/machine-learning/feature-store-best-practice-refactoring-notebook/m-p/30016#M1621 <P>Hi @Willis Harding​&nbsp;</P><P></P><P>Does @Kaniz Fatma​&nbsp; 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?</P><P></P><P>We'd love to hear from you.</P><P></P><P>Thanks!</P><P></P><P></P><P></P><P></P> Sun, 09 Oct 2022 06:06:39 GMT https://community.databricks.com/t5/machine-learning/feature-store-best-practice-refactoring-notebook/m-p/30016#M1621 Anonymous 2022-10-09T06:06:39Z