Professional Machine Learning Engineer

By Google · Question Mode

QuestionQ48

Automating and orchestrating ML pipelines

A data science team requests a system that supports scheduled model retraining, Docker containers, and a service providing autoscaling and monitoring for online prediction requests. Which platform components should be selected for this system?

Explanation

Vertex AI Pipelines supports automated, scheduled ML workflows such as retraining. Vertex AI Prediction deploys models, including Docker custom containers, to endpoints for online inference with configurable replica scaling. Vertex AI Model Monitoring monitors model-serving data and can detect training-serving skew and inference drift.

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