Free Microsoft AI-102 Exam Dumps Questions & Answers

Match the types of workloads to the appropriate scenarios.
To answer, drag the appropriate workload type from the column on the left to its scenario on the right. Each workload type may he used once, more than once, or not at all.
NOTE: Each correct match is worth one point.

Correct Answer:

Explanation:

Comprehensive Detailed Explanation
There are two main types of data workloads: Batch and Streaming.
Batch Workload
Processes data in large groups (batches) at scheduled intervals.
Common when real-time is not required.
Examples: daily sales reports, hourly data refreshes, periodic ETL (Extract, Transform, Load).
Streaming Workload
Processes data in real time or near real time as it arrives.
Used for scenarios where immediate insights or actions are required.
Examples: fraud detection, IoT sensor monitoring, live purchase tracking.
Applying to the scenarios:
"Data for a product catalog will be loaded every 12 hours to a data warehouse." This is scheduled, not continuous. # Batch
"Thousands of data sets per second for online purchases will be loaded into a data warehouse in real time." This requires real-time processing. # Streaming
"Updates to inventory data will be loaded to a data warehouse every 1 million transactions." Data is grouped and loaded after reaching a threshold (1 million). # Batch Correct Matches:
Product catalog (12 hours) # Batch
Online purchases (real time) # Streaming
Inventory data (1 million transactions) # Batch
Microsoft References
Batch processing vs. Stream processing in Azure
Azure Stream Analytics overview
Data processing approaches: Batch vs Real-time

You are building an Azure Weblob that will create knowledge bases from an array of URLs.
You instantiate a QnAMakerClient object that has the relevant API keys and assign the object to a variable named client.
You need to develop a method to create the knowledge bases.
Which two actions should you include in the method? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

• A.  Call the client. Knowledgebase. CreateAsync method.
• B.  Create a list of QnADTO objects that represents data from the WebJob.
• C.  Create a list of FileDTO objects that represents data from the WebJob.
• D.  Create a CreaceKbDTO object.

You are building a solution that will detect anomalies in sensor data from the previous 24 hours.
You need to ensure that the solution scans the entire dataset, at the same time, for anomalies.
Which type of detection should you use?

• A.  change point
• B.  streaming
• C.  batch

You have the following C# function.

You call the function by using the following code.

Following 'key phrases' what output will you receive?

• A.  Jumps over the
• B.  Quick brown fox lazy dog
• C.  The quick
• D.  The quick brown fox jumps over the lazy dog

You have an Azure subscription.
You need to deploy an Azure Al Document Intelligence resource.
How should you complete the Azure Resource Manager (ARM) template? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Correct Answer:

Explanation:

Azure AI Document Intelligence (formerly Form Recognizer) is provisioned as a Cognitive Services account with the kind set to FormRecognizer . In an ARM template, Document Intelligence is created under the resource provider Microsoft.CognitiveServices with the resource type accounts . Therefore:
type must be " Microsoft.CognitiveServices/accounts "
kind must be " FormRecognizer "
This aligns with Microsoft's ARM schema for Cognitive Services accounts and the documented way to deploy Document Intelligence.
Key references from Microsoft documentation:
Azure Resource Manager template reference for Cognitive Services accounts - shows type: Microsoft.
CognitiveServices/accounts and supported kind values including FormRecognizer .
https://learn.microsoft.com/azure/templates/microsoft.cognitiveservices/accounts Azure AI Document Intelligence (Form Recognizer) resource creation guidance - indicates the service is deployed as a Cognitive Services account with kind FormRecognizer .
https://learn.microsoft.com/azure/ai-services/document-intelligence/overview Create Document Intelligence resources (portal/ARM/Bicep) - reiterates Cognitive Services account with FormRecognizer kind.
https://learn.microsoft.com/azure/ai-services/document-intelligence/create-resources