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Google Professional Machine Learning Engineer

Google Professional Machine Learning Engineer

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You recently trained a XGBoost model for predicting customer churn that you plan to deploy to a production environment for real-time inference. Before sending a predict request to your model's binary, you need to perform a data preprocessing step to clean and structure the incoming data format. This preprocessing service needs to expose a REST API that accepts requests within your secure internal VPC Service Controls and returns the processed data to the model. You aim to configure this preprocessing step while minimizing both cost and the complexity of deployment. What approach should you take?

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