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Defining features for a feature store

Before creating a feature store, you need to ensure that features are formally defined, in order to ensure the feature store knows the relationships, type, and structure of the features to be loaded. In this exercise, you will formally define a number of features in preparation for the creation of a feature store. Field is imported for you from feast.

Cet exercice fait partie du cours

End-to-End Machine Learning

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Instructions

  • Define the cp, thalach, ca, thal features using Feast's Field class.

Exercice interactif pratique

Essayez cet exercice en complétant cet exemple de code.

# Define entity and selected features
patient = Entity(name="patient", join_keys=["patient_id"])
cp = ____(name=____, dtype=Float32)
thalach = ____(name=____, dtype=Int32)
ca = ____(name=____, dtype=Int32)
thal = ____(name=____, dtype=Int32)
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