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 used for serverless computing?
AAWS Lambda
BAmazon EC2
CAmazon RDS
DAWS Batch
Explanation
AWS Lambda enables serverless computing, while others are not serverless services.
Q272
A company needs to analyze streaming data in real-time. Which service should they use?
AAmazon S3
BAmazon Kinesis
CAmazon Redshift
DAWS Glue
Explanation
Amazon Kinesis is specifically designed for real-time data processing, unlike the other options.
Q273
You are configuring a training job in SageMaker. What value must be set to enable distributed training?
AInput Data
BTraining Algorithm
CInstance Count
DOutput Path
Explanation
The Instance Count defines the number of instances for distributed training; others do not affect distribution.
Q274
Which service offers automated model tuning in AWS?
AAmazon SageMaker
BAWS Glue
CAmazon EC2
DAWS Lambda
Explanation
Amazon SageMaker provides automatic model tuning (hyperparameter optimization). Other services do not offer this specific feature for ML models.
Q275
A company needs to automate deployments of ML models. Which AWS service should they use?
AAWS CodePipeline
BAmazon S3
CAmazon RDS
DAWS IAM
Explanation
AWS CodePipeline allows automating deployments, including ML models, improving CI/CD processes. The other services do not focus on deployment automation.
Q276
You are configuring Amazon SageMaker hosting. What happens if you select an instance type that is not supported?
ADeployment will succeed with warnings
BDeployment will fail immediately
CModel will be deployed in S3
DInstance will be chosen automatically
Explanation
The deployment will fail immediately if an unsupported instance type is selected. The other options do not align with the behavior of instance type validation.
Q277
You are configuring an Amazon SageMaker training job. Which of the following options is NOT required for defining the training job?
ATraining algorithm
BEmployee data
CInput data location
DOutput data location
Explanation
Employee data is not a required parameter for scheduling a training job; the algorithm and data locations are essential.
Q278
A healthcare company wants to deploy a real-time predictive model for patient diagnosis. Which AWS service is best suited to handle this use case?
AAWS Batch
BAmazon SageMaker Endpoint
CAWS Glue
DAWS Lambda
Explanation
Amazon SageMaker Endpoint allows real-time inference on deployed models, while others are not optimized for real-time predictions.
Q279
What happens when an Amazon S3 bucket policy denies access to all users?
ABucket becomes private
BAccess is permanently revoked
CBucket is deleted automatically
DPublic access is allowed
Explanation
The bucket becomes private; the deny rule takes precedence, blocking all access without explicit allows.
Q280
Which service is best for real-time data streaming?
AAmazon Kinesis
BAmazon S3
CAmazon RDS
DAWS Lambda
Explanation
Amazon Kinesis is designed for real-time streaming; the others are not focused on streaming capabilities.