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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #53

PROFESSIONAL-MACHINE-LEARNING-ENGINEER Question #53: Real Exam Question with Answer & Explanation

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Submitted by luis.pe· Apr 18, 2026ML pipeline operationalization

Question

You have trained a model on a dataset that required computationally expensive preprocessing operations. You need to execute the same preprocessing at prediction time. You deployed the model on AI Platform for high-throughput online prediction. Which architecture should you use?

Options

  • AValidate the accuracy of the model that you trained on preprocessed data.
  • BSend incoming prediction requests to a Pub/Sub topic.
  • CStream incoming prediction request data into Cloud Spanner.
  • DSend incoming prediction requests to a Pub/Sub topic.

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Topics

#Online Prediction#ML Serving Architecture#Data Preprocessing#Message Queues
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