You are configuring Azure Machine Learning and want to improve model explainability. Which feature should you enable?
AInterpretML
BAutoML
CHyperparameter Tuning
DBatch Inference
Explanation
InterpretML provides explainability capabilities, whereas other options enhance performance or deployment.
Q72
What happens when you exceed the rate limit of an Azure API Management instance?
ARequests are queued until processed
BRequests are dropped without a response
CA notification is sent to the user
DService automatically scales up
Explanation
Requests exceeding the rate limit are dropped; queuing or notifications do not occur automatically.
Q73
Which Azure service provides a graphical interface for building machine learning models?
AAzure Machine Learning Studio
BAzure Logic Apps
CAzure Functions
DAzure Data Factory
Explanation
Azure Machine Learning Studio offers a visual workspace for model development, while others focus on orchestration or data processing.
Q74
A company needs to analyze real-time data from IoT devices. Which Azure service should they use?
AAzure Event Hubs
BAzure Blob Storage
CAzure Cosmos DB
DAzure SQL Database
Explanation
Azure Event Hubs is designed for real-time data ingestion, while others are more suitable for other types of data management and storage.
Q75
You are configuring a custom vision model in Azure. What happens when you upload insufficient training data?
AModel training fails completely
BModel yields low accuracy
CModel is automatically optimized
DModel does not require training data
Explanation
While the training might succeed, insufficient data often results in poor model performance, while the other options are not accurate regarding model behavior.
Q76
Which service provides a platform for building conversational agents?
AAzure Cognitive Search
BAzure Bot Services
CAzure Machine Learning
DAzure Functions
Explanation
Azure Bot Services specifically facilitates the creation of chatbots and conversational agents, while the others serve different purposes.
Q77
A company needs to analyze large volumes of text data in real-time. Which service should they use?
AAzure Logic Apps
BAzure Data Lake Storage
CAzure Stream Analytics
DAzure Data Factory
Explanation
Azure Stream Analytics is designed for real-time analytics on streaming data, unlike the other options.
Q78
What happens when you enable 'Soft Delete' on Azure Blob Storage?
AData is permanently deleted immediately.
BData recovery is impossible after deletion.
CDeleted blobs can be recovered within a period.
DStorage costs increase for soft deleted blobs.
Explanation
Soft Delete allows recovery of deleted blobs for a specified retention period, ensuring data is not permanently lost.
Q79
Which Azure service is best for natural language processing tasks?
AAzure Language Understanding
BAzure SQL Database
CAzure Blob Storage
DAzure DevOps
Explanation
Azure Language Understanding specializes in NLP, while the others serve unrelated functionalities.
Q80
A company needs to implement a model versioning system for their AI models. Which Azure feature should they utilize?
AAzure Container Instances
BAzure Machine Learning Model Registry
CAzure Functions
DAzure Data Factory
Explanation
Azure Machine Learning Model Registry supports versioning, while the others do not focus on model management.