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AI0-001 AI Infrastructure and Technologies Practice Question

A data science team uses Vertex AI for model training and deployment. They want to implement CI/CD for ML pipelines. Which THREE Google Cloud services should they integrate?

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

Vertex AI Pipelines

Vertex AI Pipelines orchestrates ML workflows; Cloud Build automates builds; Cloud Deploy manages deployments. BigQuery is for analytics; GKE is for containers but not CI/CD specific.

Answer analysis

Option-by-option breakdown

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

  • Vertex AI Pipelines

    Why this is correct

    Vertex AI Pipelines is the workflow orchestrator for ML CI/CD.

  • Cloud Deploy

    Why this is correct

    Cloud Deploy manages rollout of models to production with canary and blue-green strategies.

  • BigQuery

    Why it's wrong here

    BigQuery is a data warehouse, not a CI/CD service.

  • Cloud Build

    Why this is correct

    Cloud Build automates building and testing of ML code and containers.

  • Google Kubernetes Engine (GKE)

    Why it's wrong here

    GKE is a container orchestration platform, not a CI/CD service.

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