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Google Professional Machine Learning Engineer

280 Questions120 Minutes70% Passing Score▣ Updated: Sep 2026

Question 211 of 280

Single answer
You are developing an ML pipeline using Vertex AI Pipelines. You want your pipeline to upload a new version of the XGBoost model to Vertex AI Model Registry and deploy it to Vertex AI Endpoints for online inference. You want to use the simplest approach. What should you do?
AUse the Vertex AI REST API within a custom component based on a vertex-ai/prediction/xgboost-cpu image
BUse the Vertex AI ModelEvaluationOp component to evaluate the model
CUse the Vertex AI SDK for Python within a custom component based on a python:3.10 image
DChain the Vertex AI ModelUploadOp and ModelDeployOp components together
Correct Answer: D

Chain the Vertex AI ModelUploadOp and ModelDeployOp components together

Explanation

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