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Answer: Vertex AI Pipelines, Vertex AI Prediction, and Vertex AI Model Monitoring
The correct answer is B: Vertex AI Pipelines, Vertex AI Prediction, and Vertex AI Model Monitoring. This combination covers all the requirements: scheduled model retraining can be managed with Vertex AI Pipelines, Docker containers are supported in Vertex AI, autoscaling is a feature of Vertex AI Prediction, and monitoring for online prediction requests is handled by Vertex AI Model Monitoring. Vertex AI offers a comprehensive suite of tools specifically designed for managing machine learning workloads effectively.
Author: LeetQuiz Editorial Team
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Your data science team is working on a machine learning project and has requested a robust system to manage various tasks. The system needs to support scheduled model retraining, utilize Docker containers for flexibility, and offer services that can autoscale according to demand while also providing monitoring for online prediction requests. Given these requirements, which platform components should you choose for this system?
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
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