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Machine Learning Implementation and OperationsmediumMultiple ChoiceObjective-mapped

MLS-C01 Practice Question: Machine Learning Implementation and Operations

Network Topology
$ aws sagemaker describe-training-jobtraining-job-name my-jobRefer to the exhibit."TrainingJobName": "my-job","TrainingJobStatus": "Failed","FailureReason": "AlgorithmError: ExecuteUserScriptError: ExitCode 1"

A SageMaker training job fails with the failure reason shown in the exhibit. What is the most likely cause?

⚠ Common exam trap

The MLS-C01 exam often tests the distinction between infrastructure failures (S3 access, memory, limits) and application-level failures (script errors), and the trap here is that candidates assume any training failure is due to resource limits or data access, ignoring the explicit error message from the script.

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

There is an error in the custom training script

The failure reason in the exhibit (not shown here but implied by the question) typically indicates a runtime error such as a Python exception, missing module, or syntax error in the custom training script. SageMaker logs the exact error from the container, and when the script itself fails, the training job terminates with a 'ClientError' or 'AlgorithmError' referencing the script, not infrastructure issues.

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 training instance ran out of memory

    Why it's wrong here

    OutOfMemory would have a different error message.

  • The S3 bucket with training data is not accessible

    Why it's wrong here

    S3 access errors show AccessDenied, not ExitCode.

  • The SageMaker service limit for the instance type has been exceeded

    Why it's wrong here

    Limit exceeded gives ResourceLimitExceeded error.

  • There is an error in the custom training script

    Why this is correct

    ExecuteUserScriptError with ExitCode 1 indicates script error.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This MLS-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 MLS-C01 exam.