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 service is best for building real-time data streaming applications?
AAmazon Kinesis
BAWS Lambda
CAmazon RDS
DAmazon EC2
Explanation
Amazon Kinesis is designed for real-time data streaming, whereas Lambda is for serverless compute, RDS is for relational databases, and EC2 is for virtual servers.
Q365
A company needs to classify images in real-time based on user uploads. What is the best approach?
AUse Amazon Rekognition
BSet up an EC2 cluster
CImplement a Lambda function
DCreate a SageMaker model
Explanation
Amazon Rekognition specializes in image analysis, while EC2, Lambda, and SageMaker would require more extensive setup and management.
Q366
What happens when you apply batch transformations in AWS SageMaker?
AResults are computed in real-time.
BData is processed in bulk.
CModel is trained faster.
DLatency increases during inference.
Explanation
Batch transformations process data in bulk, unlike real-time which is instantaneous, training speed isn't improved, and latency does not generally increase directly due to batch processing.
Q367
Which service allows real-time data processing and analytics in AWS?
AAmazon Kinesis
BAWS Glue
CAmazon S3
DAmazon RDS
Explanation
Amazon Kinesis is specifically designed for real-time data processing, while the others serve different purposes.
Q368
A company needs to deploy a machine learning model that adjusts dynamically based on incoming data. Which AWS service should they use?
AAmazon SageMaker
BAWS Lambda
CAmazon EMR
DAWS Step Functions
Explanation
Amazon SageMaker can deploy models that adapt to new data, while the others do not primarily focus on model management.
Q369
You are configuring an IAM policy for specific actions in S3. What happens when a user is denied access?
AAccess is granted without any message
BAPI calls return an error
CUser sees a warning notification
DAccess times out after 5 seconds
Explanation
Denied actions in IAM result in API calls returning an error, contrary to the other options.
Q370
Which AWS service would you use for natural language processing?
AAmazon Comprehend
BAmazon Rekognition
CAmazon Lex
DAWS Glue
Explanation
Amazon Comprehend is designed for NLP tasks, while the others focus on image analysis or data preparation.