Google Cloud Professional Machine Learning Engineer — Question 76

Your data science team has requested a system that supports scheduled model retraining, Docker containers, and a service that supports autoscaling and monitoring for online prediction requests. Which platform components should you choose for this system?

Answer options

• A. Vertex AI Pipelines and App Engine
• B. Vertex AI Pipelines, Vertex AI Prediction, and Vertex AI Model Monitoring
• C. Cloud Composer, BigQuery ML, and Vertex AI Prediction
• D. Cloud Composer, Vertex AI Training with custom containers, and App Engine

Correct answer: B

Explanation

The correct answer is B because it includes Vertex AI Pipelines for scheduled retraining, Vertex AI Prediction for serving predictions, and Vertex AI Model Monitoring for tracking model performance. The other options do not provide the complete set of required functionalities, such as monitoring and autoscaling capabilities specifically designed for online predictions.