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.
What happens when you enable S3 bucket versioning?
AOld versions are deleted
BNew objects can overwrite old
CAll objects must be unique
DMultiple versions of objects are preserved
Explanation
Enabling versioning preserves multiple object versions, while the other options incorrectly describe versioning effects.
Q262
Which Amazon S3 storage class is designed for data that is rarely accessed and can tolerate longer retrieval times?
AS3 Standard
BS3 Intelligent-Tiering
CS3 Glacier
DS3 One Zone-IA
Explanation
S3 Glacier is optimized for archival data, offering cost-effective storage with retrieval delays, whereas others serve different access patterns.
Q263
A company needs to build a machine learning model to predict customer behavior based on historical data. Which AWS service is specifically designed to create, train, and deploy machine learning models?
AAWS Glue
BAmazon SageMaker
CAmazon EMR
DAWS Lambda
Explanation
Amazon SageMaker provides a complete suite for machine learning workflow, while the others serve different purposes in data processing and serverless compute.
Q264
What happens when you overfit a machine learning model?
AModel accuracy improves on new data
BModel performs well on training data
CModel generalizes better across datasets
DModel is less complex and simpler
Explanation
Overfitting results in high training data accuracy but poor performance on unseen data, counter to generalization goals.
Q265
Which AWS service would you use for real-time data streaming?
AAmazon Kinesis
BAmazon RDS
CAWS Lambda
DAmazon S3
Explanation
Amazon Kinesis is designed specifically for real-time data streaming; other options do not offer this feature.
Q266
A company needs to deploy a machine learning model behind an API. Which service would they typically use?
AAWS Glue
BAmazon EC2
CAmazon SageMaker
DAWS CloudFormation
Explanation
Amazon SageMaker allows for easy deployment of ML models; the other options do not specialize in ML model deployment.
Q267
You are configuring Amazon S3 bucket policies. What happens if you grant access to everyone?
AEveryone can read from the bucket
BEveryone can write to the bucket
CBucket is deleted immediately
DAccess is restricted to certain IPs
Explanation
Granting access to everyone allows public read access to the bucket, while the other options misrepresent access control effects.
Q268
Which service is best for real-time data processing?
AAmazon Kinesis
BAmazon S3
CAmazon DynamoDB
DAmazon SageMaker
Explanation
Amazon Kinesis is designed for real-time data streaming, whereas the other services focus on storage or machine learning.
Q269
A company needs to build a model that predicts customer churn. Which metric should be prioritized?
APrecision
BRecall
CF1 Score
DRMSE
Explanation
Recall is crucial for customer churn to minimize lost customers, while precision and RMSE are less relevant in this context.
Q270
What happens when you enable versioning on an S3 bucket?
AOld versions delete automatically
BOnly latest version is kept
CAll versions are retained
DAccess permissions reset
Explanation
Enabling versioning retains all versions of objects, while the other options misrepresent S3 behavior.