The following BigQuery ML features are now in preview Try tuning and evaluating an LLM with the
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## Feature
The following BigQuery ML features are now in[preview](https://cloud.google.com/products/#product-launch-stages):
* Performing[supervised tuning](https://cloud.google.com/bigquery/docs/reference/standard-sql/bigqueryml-syntax-create-remote-model#supervised%5Ftuning)on a remote model based on a[Vertex AI text-bison large language model (LLM)](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models#palm-models).
* Evaluate a Vertex AI LLM using the[ML.EVALUATE function](https://cloud.google.com/bigquery/docs/reference/standard-sql/bigqueryml-syntax-evaluate). Pre-trained[text-bison, text unicorn, or gemini-pro](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models)models and tuned `text-bison` models are supported for evaluation.
Try tuning and evaluating an LLM with the[Customize an LLM by using supervised fine tuning](https://cloud.google.com/bigquery/docs/generate-text-tuning)how-to topic.