BigQuery ML is a powerful tool offered by Google Cloud that enables users to build and deploy machine learning models using standard SQL in BigQuery. It provides a seamless integration of machine learning capabilities within the BigQuery environment, eliminating the need for data movement or complex data preprocessing. When working with BigQuery ML, there are