Google Cloud Professional Machine Learning Engineer — Question 33

You work on a growing team of more than 50 data scientists who all use AI Platform. You are designing a strategy to organize your jobs, models, and versions in a clean and scalable way. Which strategy should you choose?

Answer options

• A. Set up restrictive IAM permissions on the AI Platform notebooks so that only a single user or group can access a given instance.
• B. Separate each data scientist's work into a different project to ensure that the jobs, models, and versions created by each data scientist are accessible only to that user.
• C. Use labels to organize resources into descriptive categories. Apply a label to each created resource so that users can filter the results by label when viewing or monitoring the resources.
• D. Set up a BigQuery sink for Cloud Logging logs that is appropriately filtered to capture information about AI Platform resource usage. In BigQuery, create a SQL view that maps users to the resources they are using

Correct answer: C

Explanation

The correct answer is C because using labels allows for a flexible and organized way to categorize resources, making it easier for users to filter and manage them. Option A limits access too restrictively and does not help with organization. Option B creates unnecessary fragmentation by using multiple projects, complicating resource management. Option D, while useful for logging, does not provide a direct method for organizing jobs and models.