Files
model_garden/notebooks/official/model_registry
f4b56e92ae Migrate gsutil usage to gcloud storage (#4308)
* Migrate gsutil usage to gcloud storage

* changes for 4308

* added = in command

* Apply automated linter fixes

* removed model_garden folder changes

* removed model_garden folder changes

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Co-authored-by: gurusai-voleti <gvoleti@google.com>
2025-12-24 09:38:24 -05:00
..
2023-03-07 20:06:00 +00:00

Deploy BiqQuery ML Model on Vertex AI Model Registry and make predictions

Learn how to use `Vertex AI Model Registry` with `BigQuery ML` and make batch predictions:

The steps performed include:

- Train a model with `BigQuery ML`
- Upload the model to `Vertex AI Model Registry` 
- Create a `Vertex AI Endpoint` resource
- Deploy the `Model` resource to the `Endpoint` resource
- Make `prediction` requests to the model endpoint
- Run `batch prediction` job on the `Model` resource

   Learn more about Vertex AI Model Registry.

   Learn more about BigQuery ML.

Get started with Vertex AI Model Registry

Learn how to use `Vertex AI Model Registry` to create and register multiple versions of a model.

The steps performed include:

- Create and register a first version of a model to `Vertex AI Model Registry`.
- Create and register a second version of a model to `Vertex AI Model Registry`.
- Updating the model version which is the default (blessed).
- Deleting a model version.
- Retraining the next model version.

   Learn more about Vertex AI Model Registry.