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AWS Certified Machine Learning Engineer - Associate (MLA-C01)

Prepare for this AWS Associate exam. Try an exam-style question first, then review the exam domains and practice-test format.

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Exam preparation details

106+

Practice Questions

4

Exam Domains

1

Practice Tests

130

Minutes

Practice-test format

65 Questions · 130 Minutes · Passing Score 720/1000

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Practice Questions 1

A robotics startup needs to train image classification models in Amazon SageMaker on 8 TB of JPEG data stored on an Amazon FSx for NetApp ONTAP SVM (NFS) in the same VPC, and requires high-throughput reads plus incremental updates every 6 hours with minimal ops overhead—what is the best way to make the data accessible to SageMaker training jobs?

An NFS export is not a block device, and arbitrary custom NFS mounts inside SageMaker training containers are not the low-ops native training input path. Trap: Direct mount sounds simple because the source is NFS, but it bypasses SageMaker's managed input channels.
AWS DataSync can incrementally replicate the NFS dataset to S3 on a schedule, and SageMaker can stream the S3 data channel in Pipe mode for large training jobs.
Data Wrangler is for data preparation workflows, not for making an FSx for ONTAP file system a high-throughput source for SageMaker training jobs. Trap: It is a SageMaker data feature, but not the right training ingestion mechanism.
Mountpoint for Amazon S3 does not mount S3 onto FSx for ONTAP for SageMaker training, and the extra file-share path adds complexity instead of using native S3 channels. Trap: It mentions S3 access as a file system, but the data flow is backwards and operationally heavier.

Exam Domains

Use the exam weights to decide which domains to study first.

Data Preparation for Machine Learning (ML)Weight 28%
ML Model DevelopmentWeight 26%
Deployment and Orchestration of ML WorkflowsWeight 22%
ML Solution Monitoring, Maintenance, and SecurityWeight 24%

Success Stories(3)

S
S**********Nov 24, 2025

Study period: 2 weeks

Used these questions exclusively to study, passed on first time. The app questions is very similar to the actual exam.

K
k**********Nov 20, 2025

Study period: 2 weeks

Passed Oct 2025 with 905 score.

박
박**Nov 4, 2025

Study period: 1 month

Great questions. I really liked them!

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