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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #181

PROFESSIONAL-MACHINE-LEARNING-ENGINEER Question #181: Real Exam Question with Answer & Explanation

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Submitted by ravi_2018· Apr 18, 2026ML pipeline operationalization

Question

You need to deploy a scikit-leam classification model to production. The model must be able to serve requests 24/7, and you expect millions of requests per second to the production application from 8 am to 7 pm. You need to minimize the cost of deployment. What should you do?

Options

  • ADeploy an online Vertex AI prediction endpoint. Set the max replica count to 1
  • BDeploy an online Vertex AI prediction endpoint. Set the max replica count to 100
  • CDeploy an online Vertex AI prediction endpoint with one GPU per replica. Set the max replica
  • DDeploy an online Vertex AI prediction endpoint with one GPU per replica. Set the max replica

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Topics

#Model deployment#Vertex AI#Online prediction#Auto-scaling
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