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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #181
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
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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