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If you want to perform a more deterministic classification that requires training and actually building your own model—and additionally, you need a no-code service that builds the model, explores the data, selects features, tunes the model, and handles model serving—the only option in Google Cloud is AutoML Tabular on Vertex AI (since the data originates from BigQuery).
Data is inside BQML and BQ supports all ML jobs except hypertuning. as custom training and custom data is not requirement , BQML queries can manage job.
Automl is now Vertex AI Tabular Workflows