Accelerate the development, deployment, and expansion of machine learning (ML) models with Vertex AI, offering fully managed ML tools for diverse use cases. With Vertex AI Workbench, seamlessly integrated with BigQuery, Dataproc, and Spark, you can enhance efficiency. Leverage BigQuery ML to craft and execute ML models within BigQuery using standard SQL queries, easily accessible via existing business intelligence tools and spreadsheets. Alternatively, export datasets from BigQuery directly to Vertex AI Workbench for streamlined model execution. Utilize Vertex Data Labeling to produce precise labels for your data collection, ensuring high accuracy in your ML endeavors.