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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #350

You are a SQL analyst. You need to utilize a TensorFlow customer segmentation model stored In Cloud Storage. You want to use the simplest and most efficient approach. What should you do?

The correct answer is A. Import the model into Vertex AI Model Registry. Deploy the model to a Vertex AI endpoint, and use. Importing the TensorFlow model into Vertex AI Model Registry and deploying it to a Vertex AI endpoint allows you to perform scalable, managed online predictions. BigQuery supports making calls to Vertex AI endpoints via SQL functions, enabling simple and efficient inference…

Submitted by noor.lb· Apr 18, 2026ML pipeline operationalization

Question

You are a SQL analyst. You need to utilize a TensorFlow customer segmentation model stored In Cloud Storage. You want to use the simplest and most efficient approach. What should you do?

Options

  • AImport the model into Vertex AI Model Registry. Deploy the model to a Vertex AI endpoint, and use
  • BDeploy the model by using TensorFlow Serving, and call for inference from BigQuery.
  • CConvert the model into a BigQuery ML model, and use SQL for inference.
  • DImport the model into BigQuery, and use SQL for inference.

How the community answered

(58 responses)
  • A
    78% (45)
  • B
    12% (7)
  • C
    7% (4)
  • D
    3% (2)

Explanation

Importing the TensorFlow model into Vertex AI Model Registry and deploying it to a Vertex AI endpoint allows you to perform scalable, managed online predictions. BigQuery supports making calls to Vertex AI endpoints via SQL functions, enabling simple and efficient inference directly from SQL queries. Exam Questions, Study Guides, Practice Tests. Lead the way to help you pass any IT Certification exams, 100% Pass Guaranteed or Full Refund. Especially Cisco, Microsoft, CompTIA, Citrix, EMC, HP, Oracle, VMware, Juniper, Check Point, LPI, Nortel, EXIN and so on. Our Slogan: First Test, First Pass. Help you to pass any IT Certification exams at the first try. You can reach us at any of the email addresses listed below. Any problems about IT certification or our products, you could rely upon us, we will give you satisfactory answers in 24 hours.

Topics

#Model Deployment#Vertex AI#TensorFlow#Model Inference

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