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MLA-C01 ML Model Development Practice Question

A team is training a PyTorch model using SageMaker and wants to use their own custom training container with a specific PyTorch version. Which approach should they use?

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 SageMaker Bring Your Own Container (BYOC) with a custom Docker image

BYOC (Bring Your Own Container) allows teams to package their own environment, including custom PyTorch versions, into a Docker container and use it with SageMaker.

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 the SageMaker built-in PyTorch estimator and set the framework_version

    Why it's wrong here

    Built-in estimators only support specific versions; custom versions require BYOC.

  • Use SageMaker Bring Your Own Container (BYOC) with a custom Docker image

    Why this is correct

    BYOC allows full control over the container, including custom PyTorch versions.

  • Use SageMaker Script Mode with a PyTorch script

    Why it's wrong here

    Script Mode uses SageMaker's managed PyTorch container, not a custom one.

  • Use SageMaker Autopilot to automatically select the container

    Why it's wrong here

    Autopilot is for AutoML, not for custom container training.

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This MLA-C01 practice question is part of Courseiva's free Amazon Web Services 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 MLA-C01 exam.