Files
model_garden/notebooks/official/feature_store
Andrew FerlitschandGitHub 9822bd64a1 Autoindex 1 (#1337)
* feat: autogen index

* feat: autogen index

* feat: autogen index

* feat: update indices

* fix: update official indices
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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:

- Ingest Feature values from Pandas DataFrame into Feature Store's Entity types.
- Read Entity feature values from Online Feature Store into Pandas DataFrame.
- Batch serve feature values from your Feature Store into Pandas DataFrame.


- Online serving with updated feature values.
- 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 Store` resource.
- Serve online prediction requests using the imported features.
- Access imported features in offline jobs, such as training jobs.