The AWS Certified Machine Learning Engineer – Associate (MLA-C01) exam validates your skills in building, training, and deploying machine learning models on AWS. It is ideal for those looking to specialize in machine learning.
Which AWS service can you use for batch processing large data sets?
AAWS Batch
BAWS Lambda
CAmazon S3
DAmazon RDS
Explanation
AWS Batch is designed for batch processing, whereas the other services cater to different needs.
Q452
A company needs to deploy a machine learning model securely. What is the best approach?
AUse AWS Lambda
BDeploy on EC2 without security
CUse SageMaker with VPC
DHost on public S3
Explanation
Using SageMaker with a VPC ensures secure deployment, which is not provided by the other options.
Q453
What happens when you dynamically update an instance type in an Auto Scaling group?
AInstances restart immediately
BAll instances terminate
CIn-place change occurs
DNew instances are launched
Explanation
Auto Scaling launches new instances with the new type and does not modify running instances directly.
Q454
Which service is best for real-time analytics on streaming data?
AAmazon Kinesis
BAmazon S3
CAmazon RDS
DAmazon SQS
Explanation
Amazon Kinesis is designed for real-time data analytics, while the others serve different storage or messaging purposes.
Q455
A company needs to retrain a model weekly based on user data. Which AWS service is best suited?
AAWS Glue
BAmazon SageMaker
CAWS Lambda
DAmazon Athena
Explanation
Amazon SageMaker is specifically designed for training and deploying machine learning models, unlike the other services listed.
Q456
What happens when you delete an Amazon S3 bucket containing objects?
AObjects are deleted immediately
BBucket is emptied and deleted
CDeletion fails if bucket is not empty
DObjects are archived instantly
Explanation
Deleting an S3 bucket requires it to be empty beforehand; otherwise, the operation fails.
Q457
Which AWS service primarily facilitates MLOps?
AAmazon SageMaker
BAWS Glue
CAmazon RDS
DAWS Lambda
Explanation
Amazon SageMaker is designed specifically for MLOps, while others focus on data extraction or computing functions.
Q458
A company needs to perform real-time data streaming analytics. Which service should they use?
AAWS Glue
BAmazon Kinesis
CAWS Batch
DAmazon Athena
Explanation
Amazon Kinesis provides the capability for real-time streaming, unlike batch-oriented services such as AWS Batch.
Q459
You are configuring Amazon SageMaker model optimization. What does adjusting the hyperparameters affect?
AModel training speed only
BModel accuracy and behavior
CData storage architecture
DUser permissions for models
Explanation
Hyperparameters directly influence the model's learning process, affecting its accuracy and behavior, while others do not.
Q460
Which AWS service is used for deploying machine learning models?
AAmazon SageMaker
BAWS Lambda
CAmazon S3
DAmazon EC2
Explanation
Amazon SageMaker provides a comprehensive service for building, training, and deploying machine learning models, while the others serve different purposes.