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Transforms

API Classes

For most users the API Classes will provide all the general functionality to create a full AWS ML Pipeline

SageWorks currently has a large set of Transforms that go from one Artifact type to another (e.g. DataSource to FeatureSet). The Transforms will often have light and heavy versions depending on the scale of data that needs to be transformed.

Transform Details

  • DataLoaders Light: Loads various light/smaller data into AWS Data Catalog and Athena
  • DataLoaders Heavy: Loads heavy/larger data (via Glue) into AWS Data Catalog and Athena
  • DataToFeatures: Transforms a DataSource into a FeatureSet (AWS Feature Store/Group)
  • FeaturesToModel: Trains and deploys an AWS Model Package/Group from a FeatureSet
  • ModelToEndpoint: Manages the provisioning and deployment of a Model Endpoint
  • PandasTransforms: Pandas DataFrame transforms and helper methods.

ML Pipeline