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MLA-C01 Dumps - AWS Certified Machine Learning Engineer - Associate Practice Exam Questions

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Amazon Web Services MLA-C01 - AWS Certified Machine Learning Engineer - Associate Braindumps

Amazon Web Services MLA-C01 - AWS Certified Associate Practice Exam

  • Certification Provider:Amazon Web Services
  • Exam Code:MLA-C01
  • Exam Name:AWS Certified Machine Learning Engineer - Associate
  • Certification Name:AWS Certified Associate
  • Total Questions:241 Questions and Answers With Detailed Explanations
  • Updated on:Based on the current MLA-C01 exam blueprint. Updated on May 12, 2026
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    AWS Certified Machine Learning Engineer - Associate

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  • 241
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    Amazon Web Services MLA-C01 Questions and Answers

MLA-C01 Question and Answers

Question # 1

A company launches a feature that predicts home prices. An ML engineer trained a regression model using the SageMaker AI XGBoost algorithm. The model performs well on training data but underperforms on real-world validation data.

Which solution will improve the validation score with the LEAST implementation effort?

Options:

A.  

Create a larger training dataset with more real-world data and retrain.

B.  

Increase the num_round hyperparameter.

C.  

Change the eval_metric from RMSE to Error.

D.  

Increase the lambda hyperparameter.

Question # 2

An ML engineer is using an Amazon SageMaker AI shadow test to evaluate a new model that is hosted on a SageMaker AI endpoint. The shadow test requires significant GPU resources for high performance. The production variant currently runs on a less powerful instance type.

The ML engineer needs to configure the shadow test to use a higher performance instance type for a shadow variant. The solution must not affect the instance type of the production variant.

Which solution will meet these requirements?

Options:

A.  

Modify the existing ProductionVariant configuration in the endpoint to include a ShadowProductionVariants list. Specify the larger instance type for the shadow variant.

B.  

Create a new endpoint configuration with two ProductionVariant definitions. Configure one definition for the existing production variant and one definition for the shadow variant with the larger instance type. Use the UpdateEndpoint action to apply the new configuration.

C.  

Create a separate SageMaker AI endpoint for the shadow variant that uses the larger instance type. Create an AWS Lambda function that routes a portion of the traffic to the shadow endpoint. Assign the Lambda function to the original endpoint.

D.  

Use the CreateEndpointConfig action to define a new configuration. Specify the existing production variant in the configuration and add a separate ShadowProductionVariants list. Specify the larger instance type for the shadow variant. Use the CreateEndpoint action and pass the new configuration to the endpoint.

Question # 3

An ML engineering team has a data processing pipeline that ingests sensor data from IoT devices into an Amazon S3 bucket. The pipeline then processes the data by using AWS Glue extract, transform, and load (ETL) jobs for ML modeling. The team noticed throttling errors in the ETL jobs. The data ingestion process has also been slower than normal.

What is the cause of the problem?

Options:

A.  

The AWS Glue service quotas have been reached.

B.  

The network bandwidth between the IoT devices and the AWS Region is insufficient.

C.  

The AWS Glue ETL jobs are not optimized for parallel processing.

D.  

The AWS Glue execution role is missing Amazon S3 permissions.

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The AWS Machine Learning Engineer – Associate (MLA-C01) exam focuses on building and deploying machine learning solutions on AWS, covering six key domains: data ingestion and preparation, exploratory data analysis, feature engineering, model training and evaluation, deployment and MLOps practices, and monitoring, governance, and security. The course develops hands-on skills in selecting appropriate AWS services, optimizing ML pipelines, automating workflows, and ensuring scalable and reliable model performance in production environments. Candidates learn to translate business problems into ML solutions using cloud-native tools and best practices. This certification validates practical, job-ready expertise in machine learning engineering, strengthening career opportunities in data-driven and cloud-focused roles.

MLA-C01 FAQs

It is a certification exam that tests your ability to build and manage machine learning solutions on AWS.

Anyone who works with machine learning on AWS or wants to show their skills in cloud-based ML.

It shows you can design, train, and deploy machine learning models using AWS services.

Yes, the exam mostly has multiple-choice and multiple-answer questions.

Yes, AWS updates the exam to match new tools and best practices.

Yes, some questions present scenarios to test practical decision-making skills.

The exam has a fixed time limit, usually around 2 hours.

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