Google Cloud Professional Machine Learning Engineer — Question 150

You need to build classification workflows over several structured datasets currently stored in BigQuery. Because you will be performing the classification several times, you want to complete the following steps without writing code: exploratory data analysis, feature selection, model building, training, and hyperparameter tuning and serving. What should you do?

Answer options

• A. Train a TensorFlow model on Vertex AI.
• B. Train a classification Vertex AutoML model.
• C. Run a logistic regression job on BigQuery ML.
• D. Use scikit-learn in Vertex AI Workbench user-managed notebooks with pandas library.

Correct answer: B

Explanation

The correct answer is B because Vertex AutoML is specifically designed for users who want to build machine learning models without needing to write code, making it ideal for your requirements. Options A and D both involve coding and manual model management, while option C, although it uses BigQuery ML, is more suited for users who are comfortable with SQL and coding rather than a no-code solution.