You have created multiple versions of an ML model and have imported them to Vertex...

Google Professional-Machine-Learning-Engineer Question Answer

You have created multiple versions of an ML model and have imported them to Vertex AI Model Registry. You want to perform A/B testing to identify the best-performing model using the simplest approach. What should you do?

Split incoming traffic among separate Cloud Run instances of deployed models. Monitor the performance of each version using Cloud Monitoring.

Split incoming traffic to distribute prediction requests among the versions. Monitor the performance of each version using Looker Studio dashboards that compare logged data for each version.

Split incoming traffic among Google Kubernetes Engine (GKE) clusters and use Traffic Director to distribute prediction requests to different versions. Monitor the performance of each version using Cloud Monitoring.

Split incoming traffic to distribute prediction requests among the versions. Monitor the performance of each version using Vertex AI’s built-in monitoring tools.

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Product: Professional-Machine-Learning-Engineer
Update on: Jul 30, 2025
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You have trained a model on a dataset that required computationally expensive preprocessing operations.

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You have created multiple versions of an ML model and have imported them to Vertex...

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