Courseiva
Techniques to Improve Generative AI Model OutputhardMultiple ChoiceObjective-mapped

Generative AI Leader Practice Question: Techniques to Improve Generative AI Model Output

Exhibit

{
  "bindings": [
    {
      "role": "roles/aiplatform.user",
      "members": ["user:dev@example.com"]
    },
    {
      "role": "roles/aiplatform.modelUser",
      "members": ["user:dev@example.com"]
    }
  ]
}

Refer to the exhibit. A team's IAM policy for Vertex AI includes the following binding. They can deploy models but cannot create tuning jobs. Which statement is true?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

The aiplatform.user role lacks permission to create tuning jobs

The roles/aiplatform.user role does not include permission to create tuning jobs (aiplatform.tuningJobs.create). The modelUser role does not override the user role, admin role is not needed, and specialist role doesn't exist.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • The developer needs the aiplatform.admin role

    Why it's wrong here

    Admin role would work but not the only option.

  • The aiplatform.user role overrides the modelUser role

    Why it's wrong here

    Roles are additive, not overriding.

  • The aiplatform.user role lacks permission to create tuning jobs

    Why this is correct

    Missing aiplatform.tuningJobs.create permission.

  • The policy is missing the aiplatform.specialist role

    Why it's wrong here

    No such role exists in Vertex AI.

About these practice questions

This Generative AI Leader question is part of Courseiva's 683-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This Generative AI Leader practice question is part of Courseiva's free Google Cloud certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the Generative AI Leader exam.