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 is best for model training with large datasets?
AAmazon SageMaker
BAWS Glue
CAmazon S3
DAWS Lambda
Explanation
Amazon SageMaker is designed for model development, while AWS Glue is for ETL, S3 for storage, and Lambda for serverless processing.
Q92
A company needs to manage access permissions in a machine learning project. Which AWS service should they use?
AAWS IAM
BAmazon Rekognition
CAmazon Comprehend
DAWS Lambda
Explanation
AWS IAM allows fine-grained access control, while Rekognition and Comprehend are ML services and Lambda is for execution.
Q93
What happens when a dataset is uploaded to Amazon S3 without proper encryption settings?
AData is automatically encrypted.
BData transfers fail.
CData is stored unencrypted.
DData is deleted.
Explanation
Without encryption settings, data stored in S3 remains unencrypted unless otherwise specified by bucket settings.
Q94
Which service is best for real-time data processing?
AAmazon Kinesis
BAmazon S3
CAmazon RDS
DAWS Lambda
Explanation
Amazon Kinesis is specifically designed for real-time data processing, while the other options serve different purposes.
Q95
A company needs to process large image files efficiently. Which AWS service should they use?
AAmazon Rekognition
BAWS Lambda
CAmazon ECS
DAmazon S3
Explanation
Amazon S3 is optimized for storing and retrieving large files, unlike the other services which handle different workloads.
Q96
You are configuring a deep learning model on AWS. What is the role of SageMaker's training jobs?
AStore input data
BServe model predictions
CTrain the model
DDeploy the model to production
Explanation
Training jobs in SageMaker specifically handle the training of machine learning models, while the other options are about different functionalities.
Q97
Which AWS service is best for serverless machine learning inference?
AAWS Lambda
BEC2 Instances
CElastic Beanstalk
DRDS
Explanation
AWS Lambda allows for serverless execution, while EC2 and Elastic Beanstalk imply managing servers, and RDS is for databases.
Q98
A company needs to process real-time data streams for predictive analytics. Which AWS service should they use?
AAmazon SNS
BAmazon Kinesis
CAmazon S3
DAmazon QuickSight
Explanation
Amazon Kinesis is specifically designed for real-time data processing, while SNS is for notifications, S3 for storage, and QuickSight for visualization.
Q99
What happens when you train a model with imbalanced data in SageMaker?
AModel performs well on all classes
BModel overfits the minority class
CModel ignores the majority class
DModel biases towards the majority class
Explanation
Imbalanced data often causes the model to perform well on the majority class and bias towards it, while options A, B, and C misrepresent model behavior.
Q100
Which AWS service is used for managing and automating machine learning workflows?
AAmazon SageMaker
BAWS Lambda
CAWS Glue
DAmazon RDS
Explanation
Amazon SageMaker specializes in ML workflows, while others do not.