hardMultiple SelectObjective-mapped
MLA-C01 A company uses SageMaker to train a model Practice Question
A company uses SageMaker to train a model. They want to ensure that training data is encrypted at rest and in transit, and that only authorized users can access the training artifacts. Which three steps should they take? (Choose three.)
⚠ Common exam trap
Many candidates confuse network isolation (Option E) with encryption or access control, but network isolation only restricts network connectivity, not data encryption or authorization.
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
✓
Configure IAM policies to restrict access to SageMaker resources
IAM policies allow you to define fine-grained permissions to control which users or roles can create, describe, or delete SageMaker resources (e.g., training jobs, endpoints). By restricting access via IAM, you ensure that only authorized principals can interact with training artifacts, such as model output in S3 or logs in CloudWatch. This directly addresses the requirement of limiting access to authorized users.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Configure IAM policies to restrict access to SageMaker resources
Why this is correct
Controls who can create, modify, and access SageMaker resources.
- ✗
Use SageMaker Model Monitor
Why it's wrong here
Model Monitor is for monitoring model quality, not encryption or access control.
- ✓
Use a VPC with private subnets and VPC endpoints
Why this is correct
Keeps traffic within the VPC and uses VPC endpoints for S3, ensuring encryption in transit.
- ✓
Enable S3 server-side encryption for training data
Why this is correct
Encrypts data at rest in S3.
- ✗
Use SageMaker Network Isolation
Why it's wrong here
Network isolation prevents internet access but does not encrypt data in transit.
Quick reference
AWS S3 Storage Class Comparison
| Storage Class | Min Duration | Retrieval | Use Case |
|---|---|---|---|
| S3 Standard | None | Immediate | Frequently accessed data |
| S3 Standard-IA | 30 days | Immediate | Infrequent access, rapid retrieval |
| S3 One Zone-IA | 30 days | Immediate | Non-critical infrequent data |
| S3 Intelligent-Tiering | None | Immediate–hours | Unknown or changing access patterns |
| S3 Glacier Instant | 90 days | Milliseconds | Archive with instant retrieval |
| S3 Glacier Flexible | 90 days | Minutes–hours | Archive, flexible retrieval |
| S3 Glacier Deep Archive | 180 days | Hours | Long-term compliance archive |
Go deeper
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
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.