Question 993 of 1,755
Machine Learning Implementation and OperationseasyMultiple ChoiceObjective-mapped

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

Refer to the exhibit.
```
aws sagemaker create-training-job \
    --training-job-name my-training \
    --algorithm-specification TrainingImage=... \
    --role-arn arn:aws:iam::123456789012:role/SageMakerRole \
    --input-data-config [{"ChannelName":"train","DataSource":{"S3DataSource":{"S3Uri":"s3://bucket/data","S3DataType":"S3Prefix"}}}] \
    --output-data-config {"S3OutputPath":"s3://bucket/output"} \
    --resource-config {"InstanceCount":2,"InstanceType":"ml.m5.large","VolumeSizeInGB":10}
```

Refer to the exhibit. A data scientist runs the AWS CLI command to create a SageMaker training job. The training job fails because the input data is not accessible. Which step should the data scientist take to fix the issue?

Exhibit

Refer to the exhibit.
```
aws sagemaker create-training-job \
    --training-job-name my-training \
    --algorithm-specification TrainingImage=... \
    --role-arn arn:aws:iam::123456789012:role/SageMakerRole \
    --input-data-config [{"ChannelName":"train","DataSource":{"S3DataSource":{"S3Uri":"s3://bucket/data","S3DataType":"S3Prefix"}}}] \
    --output-data-config {"S3OutputPath":"s3://bucket/output"} \
    --resource-config {"InstanceCount":2,"InstanceType":"ml.m5.large","VolumeSizeInGB":10}
```

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

Attach an IAM policy to SageMakerRole that grants s3:GetObject on the bucket

The training job fails because the SageMaker execution role (SageMakerRole) lacks the necessary IAM permissions to read the input data from the S3 bucket. By attaching an IAM policy that grants s3:GetObject on the specific bucket, the role gains the required access. SageMaker uses the execution role to access S3 data, so the role's permissions must explicitly allow the GetObject action.

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.

  • Attach an IAM policy to SageMakerRole that grants s3:GetObject on the bucket

    Why this is correct

    The role needs explicit S3 read permissions.

    Related concept

    Read the scenario before looking for a memorised answer.

  • Add a VpcConfig to the training job

    Why it's wrong here

    Network issue not indicated.

  • Modify the bucket policy to allow s3:GetObject for any principal

    Why it's wrong here

    Too broad; IAM role should be used.

  • Increase VolumeSizeInGB to 50

    Why it's wrong here

    Volume size is for local storage, not S3 access.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates may confuse IAM role permissions with bucket policies or network configurations, thinking that VPC settings or storage size can fix an S3 access denied error, when the root cause is always a missing IAM action on the execution role.

Detailed technical explanation

How to think about this question

Under the hood, SageMaker assumes the execution role (via AWS Security Token Service) to make S3 GetObject calls on behalf of the training job. The IAM policy must include the s3:GetObject action and be scoped to the bucket ARN (e.g., arn:aws:s3:::example-bucket/*). A common subtlety is that the role also needs s3:ListBucket if the input data path uses a prefix pattern, but the core issue here is the missing GetObject permission.

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.

TExam Day Tips

  • 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.

Quick reference

AWS S3 Storage Class Comparison

Storage ClassMin DurationRetrievalUse Case
S3 StandardNoneImmediateFrequently accessed data
S3 Standard-IA30 daysImmediateInfrequent access, rapid retrieval
S3 One Zone-IA30 daysImmediateNon-critical infrequent data
S3 Intelligent-TieringNoneImmediate–hoursUnknown or changing access patterns
S3 Glacier Instant90 daysMillisecondsArchive with instant retrieval
S3 Glacier Flexible90 daysMinutes–hoursArchive, flexible retrieval
S3 Glacier Deep Archive180 daysHoursLong-term compliance archive

What to study next

Got this wrong? Here's your next step.

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

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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: Attach an IAM policy to SageMakerRole that grants s3:GetObject on the bucket — The training job fails because the SageMaker execution role (SageMakerRole) lacks the necessary IAM permissions to read the input data from the S3 bucket. By attaching an IAM policy that grants s3:GetObject on the specific bucket, the role gains the required access. SageMaker uses the execution role to access S3 data, so the role's permissions must explicitly allow the GetObject action.

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

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jul 4, 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.