Which Azure service is best for real-time data streaming?
AAzure Stream Analytics
BAzure Blob Storage
CAzure Functions
DAzure Data Factory
Explanation
Azure Stream Analytics processes real-time data streams, while the other services do not specialize in streaming.
Q62
A company needs to manage user access to resources in Azure. What should they use?
AAzure Storage Accounts
BAzure Active Directory
CAzure Monitor
DAzure DevOps
Explanation
Azure Active Directory provides identity and access management functionality, unlike the other options.
Q63
You are configuring a machine learning model in Azure, and you encounter a skewed dataset. What should you do first?
AIncrease model complexity
BApply resampling techniques
CIgnore the skewness
DUse a different algorithm
Explanation
Applying resampling techniques helps to balance classes, while the other options may yield poor model performance.
Q64
Which Azure service is best for hosting Jupyter notebooks?
AAzure Synapse Analytics
BAzure Machine Learning Studio
CAzure Blob Storage
DAzure Databricks
Explanation
Azure Databricks is optimized for notebook hosting, while others serve different purposes.
Q65
A company needs to process large datasets in real time. Which service should they use?
AAzure Batch
BAzure Data Lake Storage
CAzure Stream Analytics
DAzure SQL Database
Explanation
Azure Stream Analytics provides real-time data processing, while others are geared for different workloads.
Q66
What happens when you provision a Data Science Virtual Machine (DSVM)?
AResources are free for 60 days.
BPre-installed data science libraries initialize.
CCloud resources are permanently allocated.
DIt automatically scales beyond limits.
Explanation
Provisioning the DSVM pre-installs necessary data science libraries, while other options are incorrect regarding resource allocation and usage.
Q67
Which Azure service is optimized for building real-time analytics solutions?
AAzure Stream Analytics
BAzure Data Lake
CAzure SQL Database
DAzure Blob Storage
Explanation
Azure Stream Analytics efficiently processes real-time data flows, while others focus on storage or batch processing.
Q68
A company needs to deploy machine learning models with minimal operational overhead. Which Azure service should they use?
AAzure Databricks
BAzure Machine Learning
CAzure Functions
DAzure Cognitive Services
Explanation
Azure Machine Learning provides automated deployment capabilities, while the others require more management.
Q69
You are configuring an Azure Data Factory pipeline that consists of multiple data transformations. What happens if one of the activities fails?
AAll activities stop immediately.
BSubsequent activities attempt to retry.
CActivity continues and logs the error.
DOnly failed activity is rolled back.
Explanation
In default settings, if one activity fails, the entire pipeline execution stops immediately.
Q70
Which Azure service is best for handling large-scale data processing?
AAzure Stream Analytics
BAzure Databricks
CAzure Logic Apps
DAzure Functions
Explanation
Azure Databricks is optimized for big data processing capabilities, while the others serve different purposes.