Question 599 of 1,755
Machine Learning Implementation and OperationshardMultiple ChoiceObjective-mapped

Quick Answer

The correct fix is to change TrainingInputMode to Pipe. This resolves the error because FullyReplicated data distribution is only supported in Pipe mode, not File mode, which requires ShardedByS3Object distribution. On the AWS Certified Machine Learning Specialty MLS-C01 exam, this question tests your understanding of SageMaker’s data ingestion modes and their compatibility with distribution strategies—a common trap is assuming File mode works with any distribution type. Remember that File mode downloads the entire dataset to each instance, so it must use sharded distribution, while Pipe mode streams data and supports fully replicated distribution for faster training. A useful memory tip: “File is sharded, Pipe is replicated.”

MLS-C01 Practice Question: Machine Learning Implementation and Operations

This MLS-C01 practice question tests your understanding of machine learning implementation and operations. The scenario asks you to isolate a root cause — eliminate options that address a different problem before choosing. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

Exhibit

aws sagemaker create-training-job \
    --training-job-name my-job \
    --algorithm-specification TrainingImage=my-image,TrainingInputMode=File \
    --resource-config InstanceType=ml.m5.large,InstanceCount=1,VolumeSizeInGB=30 \
    --input-data-config ChannelName=training,DataSource={S3DataSource={S3Uri=s3://bucket/data,S3DataType=S3Prefix,S3DataDistributionType=FullyReplicated}} \
    --output-data-config S3OutputPath=s3://bucket/output \
    --stopping-condition MaxRuntimeInSeconds=3600

Refer to the exhibit. A SageMaker training job is launched with the CLI command shown. The job fails with an error 'S3 data distribution type not supported for File mode'. What is the most likely fix?

Clue words in this question

Noticing these words before you look at the options changes how you read each choice.

  • Clue: "most likely"

    Why it matters: Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

Question 1hardmultiple choice
Full question →

Exhibit

aws sagemaker create-training-job \
    --training-job-name my-job \
    --algorithm-specification TrainingImage=my-image,TrainingInputMode=File \
    --resource-config InstanceType=ml.m5.large,InstanceCount=1,VolumeSizeInGB=30 \
    --input-data-config ChannelName=training,DataSource={S3DataSource={S3Uri=s3://bucket/data,S3DataType=S3Prefix,S3DataDistributionType=FullyReplicated}} \
    --output-data-config S3OutputPath=s3://bucket/output \
    --stopping-condition MaxRuntimeInSeconds=3600

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

Change TrainingInputMode to Pipe

Option D is correct because FullyReplicated data distribution is only supported in Pipe mode. Option A is wrong because increasing volume size does not affect data distribution. Option B is wrong because changing instance type does not fix the mode mismatch. Option C is wrong because MaxRuntime is not related.

Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Answer analysis

Option-by-option breakdown

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

  • Change TrainingInputMode to Pipe

    Why this is correct

    FullyReplicated is only supported in Pipe mode.

    Clue confirmation

    The clue word "most likely" in the question point toward this answer.

    Related concept

    Read the scenario before looking for a memorised answer.

  • Change InstanceCount to 2

    Why it's wrong here

    Instance count does not affect data distribution mode.

  • Increase VolumeSizeInGB to 100

    Why it's wrong here

    Volume size is not related to data distribution mode.

  • Increase MaxRuntimeInSeconds to 7200

    Why it's wrong here

    Runtime limit is not related to the error.

Common exam traps

Common exam trap: answer the scenario, not the keyword

Many certification questions include familiar terms but test a specific constraint. Read the exact wording before choosing an answer that is generally true but wrong for this case.

Detailed technical explanation

How to think about this question

This question should be treated as a scenario, not a definition check. Identify the problem, the constraint and the best action. Then compare each option against those facts.

KKey Concepts to Remember

  • Read the scenario before looking for a memorised answer.
  • Find the constraint that changes the correct option.
  • Eliminate answers that are true in general but not in this case.
  • Use explanations to understand the rule behind the answer.

TExam Day Tips

  • Underline the problem statement mentally.
  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Real-world example

How this comes up in practice

A media company stores terabytes of video archives that are accessed once a year for audit purposes. Moving these objects to a cold storage tier (Azure Archive, S3 Glacier, or Google Nearline) costs a fraction of hot storage. Questions like this test whether you understand storage tiers, access frequency tradeoffs, and retrieval latency requirements.

What to study next

Got this wrong? Here's your next step.

Identify which MLS-C01 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.

Related practice questions

Related MLS-C01 practice-question pages

Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.

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FAQ

Questions learners often ask

What does this MLS-C01 question test?

Machine Learning Implementation and Operations — This question tests Machine Learning Implementation and Operations — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: Change TrainingInputMode to Pipe — Option D is correct because FullyReplicated data distribution is only supported in Pipe mode. Option A is wrong because increasing volume size does not affect data distribution. Option B is wrong because changing instance type does not fix the mode mismatch. Option C is wrong because MaxRuntime is not related.

What should I do if I get this MLS-C01 question wrong?

Identify which MLS-C01 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.

Are there clue words in this question I should notice?

Yes — watch for: "most likely". Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jun 20, 2026

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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.