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MLA-C01 ML Model Development Practice Question

A team wants to use a custom PyTorch training script in SageMaker. They need to install additional Python packages not included in the base PyTorch container. Which approach should they take?

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

Use the SageMaker PyTorch estimator with a requirements.txt file

Answer analysis

Option-by-option breakdown

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

  • Use SageMaker Script Mode with a custom Dockerfile

    Why it's wrong here

    Script mode still uses the built-in container; a custom container is not needed.

  • Build a custom container with Docker

    Why it's wrong here

    This is possible but overkill; the built-in estimator supports requirements.txt.

  • Install packages using a lifecycle configuration

    Why it's wrong here

    Lifecycle configs are for notebook instances, not training jobs.

  • Use the SageMaker PyTorch estimator with a requirements.txt file

    Why this is correct

    The PyTorch estimator automatically installs packages from requirements.txt.

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