Google Professional Machine Learning Engineer Question 402
Single answerGoogle Cloud PlatformYour company has a machine learning model deployed on Google Cloud’s AI Platform and processes sensitive data. The company needs to comply with strict data residency regulations, requiring that some data remains on-premises while other datasets must be processed in another cloud provider. Which strategy should you use to ensure compliance and seamless integration of your machine learning workflows?
- A
Use a hybrid cloud strategy with Google Anthos to manage workloads across on-premises and other cloud environments.
- B
Migrate all workloads to Google Cloud to ensure a unified environment for machine learning.
- C
Deploy the model only on-premises to avoid data residency issues altogether.
- D
Use a multicloud strategy with Cloud Run to split workloads between Google Cloud and other cloud providers.
Show answer and explanation
Correct answer: A
Explanation
A hybrid cloud strategy using Google Anthos is the best approach for managing machine learning workloads in a scenario where data residency regulations require part of the data to remain on-premises while leveraging cloud environments for other parts of the workflow. Anthos enables seamless integration, governance, and scalability across environments, ensuring compliance and operational efficiency.
- A. Correct.
This is correct. A hybrid cloud strategy with Google Anthos allows you to manage and deploy workloads across on-premises, Google Cloud, and other cloud environments while ensuring data residency requirements are met.
- B. Incorrect.
This is incorrect. Migrating all workloads to Google Cloud might not comply with data residency regulations that require some data to stay on-premises.
- C. Incorrect.
This is incorrect. Deploying the model only on-premises limits scalability and may not leverage the full capabilities of cloud-based machine learning services.
- D. Incorrect.
This is incorrect. While Cloud Run offers flexibility for serverless workloads, it does not directly address hybrid or multicloud strategies or ensure compliance with data residency requirements.