Google Professional Machine Learning Engineer
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In a rapidly expanding team of over 50 data scientists utilizing Google's AI Platform, the need for a scalable and clean organization strategy for jobs, models, and versions has become critical. The strategy must not only facilitate easy access and management but also ensure compliance with company policies on data security and cost efficiency. Considering these constraints, which of the following approaches would you recommend as the BEST solution? (Choose two correct options)
In a rapidly expanding team of over 50 data scientists utilizing Google's AI Platform, the need for a scalable and clean organization strategy for jobs, models, and versions has become critical. The strategy must not only facilitate easy access and management but also ensure compliance with company policies on data security and cost efficiency. Considering these constraints, which of the following approaches would you recommend as the BEST solution? (Choose two correct options)
Explanation:
Correct Answers: C and E
Why?
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C (Labels): Labels provide a flexible and scalable method for organizing resources, allowing for easy categorization, filtering, and monitoring. This approach supports teamwork by enabling the categorization of resources according to shared projects or objectives, and it simplifies the process of locating and managing pertinent assets.
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E (Combination of Labels and IAM): This approach offers the best of both worlds by utilizing labels for scalable and clean organization and IAM permissions to ensure data security and compliance. It addresses the need for both collaboration and security, making it the most comprehensive solution.
While options A and B focus on security and isolation, they lack the scalability and flexibility needed for a growing team. Option D, while useful for monitoring, does not directly address the organization of resources in a scalable and user-friendly manner.