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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #329

You developed an ML model using Vertex AI and deployed it to a Vertex AI endpoint. You anticipate that the model will need to be retrained as new data becomes available. You have configured a Vertex A

The correct answer is D. Enable request-response logging for the Vertex AI endpoint, and set up alerts using Cloud. Enabling request-response logging allows Vertex AI Model Monitoring to track predictions and input data over time, which is essential for detecting feature attribution drift. Setting up alerts in Cloud Logging ensures timely notifications when drift is detected. The Google Cloud

Submitted by paula_co· Apr 18, 2026Monitoring, optimizing, and maintaining ML solutions

Question

You developed an ML model using Vertex AI and deployed it to a Vertex AI endpoint. You anticipate that the model will need to be retrained as new data becomes available. You have configured a Vertex AI Model Monitoring Job. You need to monitor the model for feature attribution drift and establish continuous evaluation metrics. What should you do?

Options

  • ASet up alerts using Cloud Logging, and use the Vertex AI console to review feature attributions.
  • BSet up alerts using Cloud Logging, and use Looker Studio to create a dashboard that visualizes
  • CEnable request-response logging for the Vertex AI endpoint, and set up alerts using Pub/Sub.
  • DEnable request-response logging for the Vertex AI endpoint, and set up alerts using Cloud

How the community answered

(46 responses)
  • A
    4% (2)
  • B
    15% (7)
  • C
    7% (3)
  • D
    74% (34)

Explanation

Enabling request-response logging allows Vertex AI Model Monitoring to track predictions and input data over time, which is essential for detecting feature attribution drift. Setting up alerts in Cloud Logging ensures timely notifications when drift is detected. The Google Cloud console provides built-in tools to review feature attribution metrics, supporting continuous evaluation.

Topics

#Vertex AI Model Monitoring#Feature Attribution Drift#Request-Response Logging#Cloud Logging Alerts

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