Professional-Machine-Learning-Engineer Exam Dumps | Your data science team has requested a system that supports scheduled model retraining, Docker containers,

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Question 28

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Question 28/119

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?

A. Vertex AI Pipelines and App Engine

B. Vertex AI Pipelines and Al Platform Prediction

C. Cloud Composer, BigQuery ML , and Al Platform Prediction

D. Cloud Composer, Al Platform Training with custom containers, and App Engine

Correct Answer: B

Vertex AI Pipelines and AI Platform Prediction are the platform components that best suit the requirements of the data science team. Vertex AI Pipelines is a service that allows you to orchestrate and automate your machine learning workflows using pipelines. Pipelines are portable and scalable ML workflows that are based on containers. You can use Vertex AI Pipelines to schedule model retraining, use custom containers, and integrate with other Google Cloud services. AI Platform Prediction is a service that allows you to host your trained models and serve online predictions. You can use AI Platform Prediction to deploy models trained on Vertex AI or elsewhere, and benefit from features such as autoscaling, monitoring, logging, and explainability. References:
* Vertex AI Pipelines
* AI Platform Prediction

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