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Using Vertex AI Feature Store with pandas DataFrame
Learn how to use Vertex AI Feature Store with pandas DataFrame.
The steps performed include:
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Ingest Feature values from Pandas DataFrame into Feature Store's Entity types.
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Read Entity Feature values from Online Feature Store into Pandas DataFrame.
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Batch serve Feature values from your Feature Store into Pandas DataFrame.
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Online serving with updated feature values.
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Point-in-time correctness to fetch feature values for training.
Online and Batch predictions using Vertex AI Feature Store
Learn how to use Vertex AI Feature Store to import feature data, and to access the feature data for both online serving and offline tasks, such as training.
The steps performed include:
- Create featurestore, entity type, and feature resources.
- Import feature data into
Vertex AI Feature Storeresource. - Serve online prediction requests using the imported features.
- Access imported features in offline jobs, such as training jobs.