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.
A company needs to analyze streaming data from IoT devices in real-time. Which AWS service should they use?
AAmazon RDS
BAmazon Kinesis
CAWS Glue
DAmazon EMR
Explanation
Amazon Kinesis is designed specifically for real-time data streaming, whereas the others are for batch processing or database management.
Q462
You are configuring an AWS Lambda function and want to reduce its invocation latency. What happens when you enable provisioned concurrency for your Lambda function?
AIt instantly reduces all cold starts.
BIt increases the memory allocation.
CIt manages scaling during traffic spikes.
DIt prepares instances in advance.
Explanation
Enabling provisioned concurrency ensures that a specified number of instances are ready to handle requests, which minimizes cold starts, while the other options do not directly address invocation latency.
Q463
Which service is best for real-time data processing in AWS?
AAmazon Kinesis
BAmazon S3
CAWS Lambda
DAmazon RDS
Explanation
Amazon Kinesis is specifically designed for real-time data processing, while others serve different purposes.
Q464
A company needs to optimize a deployed SageMaker model for lower latency. What should they change?
AReduce instance type
BUse multi-model endpoints
CIncrease model complexity
DDeploy on EC2
Explanation
Multi-model endpoints improve latency by managing multiple models on fewer resources efficiently.
Q465
What happens when an IAM policy denies all permissions?
AAccess is denied for all actions
BOnly specific services are denied
CAccess is granted to all actions
DPermissions are inherited from roles
Explanation
Denial in IAM policies takes precedence, effectively preventing access to all actions.
Q466
Which service provides a fully managed data warehouse solution in AWS?
AAmazon Redshift
BAmazon RDS
CAmazon Aurora
DAWS Glue
Explanation
Amazon Redshift is specifically designed for data warehousing; the others serve different database needs.
Q467
A company needs to process a high volume of streaming data in real-time. Which AWS service is best suited for this?
AAmazon S3
BAWS Lambda
CAmazon Kinesis
DAmazon EC2
Explanation
Amazon Kinesis is designed for real-time data streaming; the others do not specialize in this use case.
Q468
You are configuring an Amazon SageMaker training job. If you do not specify an IAM role, what will happen?
ATraining will fail due to lack of permission
BThe default IAM role will be used
CYou will receive an automatic notification
DTraining will proceed without GPU support
Explanation
Not specifying an IAM role will cause permission issues, preventing the job from starting; the other options are not accurate outcomes.
Q469
Which service can automate machine learning model training?
AAmazon SageMaker
BAWS Lambda
CAmazon Redshift
DAWS EC2
Explanation
Amazon SageMaker provides capabilities for training models automatically; the others are unrelated to ML model training.
Q470
A company needs to ensure that only certain IP addresses can access their S3 buckets. What should they implement?
ABucket Policies
BS3 Object Tags
CIAM Roles
DS3 Inventory
Explanation
Bucket Policies can restrict access based on IP; the others cannot enforce IP-based access restrictions.