Define preprocessing steps with BigQuery's TRANSFORM clause when creating your model. During prediction, apply ML.EVALUATE without transforming the raw input data.

After defining preprocessing steps with BigQuery's TRANSFORM clause during model creation, transform your raw input data using a saved query before applying ML.EVALUATE for predictions.

Establish preprocessing logic in a BigQuery view, use this view as your training data for model creation, and apply ML.EVALUATE without transformations on raw data during prediction.

Process all data through Dataflow for preprocessing. During prediction, use ML.EVALUATE without additional transformations on the input data.