"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

July 19, 2022

Feast - Featurestores

  • Feast joins these table
  • Feast manages deployment to a variety of online stores

Colab Example

  • A feature repository consists of:
  • A collection of Python files containing feature declarations.
  • A feature_store.yaml file containing infrastructural configuration.

You define the features

  • It generates it and stores it as SQLite 

I have a question, Can I do the same in SQL itself :)

Connect and query created features


Key Steps

  • Load Data - Supports multiple DB connectors
  • Define features yaml definitions
  • Save them in SQLite format
  • Consume in the model development



Tracking and managing features

  • s3 - Redshiftspectrum - Featurestores created
  • Redshift - Query Engine
  • Feature service - Map features to models

Keep Checking!!!

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