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Microsoft AI-901 Dumps

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Total 125 questions

Microsoft Azure AI Fundamentals (Updated Version) Questions and Answers

Question 1

When you design an AI system to assess whether loans should be approved, the factors used to make the decision should be explainable.

This is an example of which Microsoft guiding principle for responsible AI?

Options:

A.

fairness

B.

privacy and security

C.

transparency

D.

inclusiveness

Question 2

Select the answer that correctly completes the sentence.

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Options:

Question 3

You need to build an AI solution that generates marketing email drafts based on a short description of a product and its target audience.

Which AI workload should you use?

Options:

A.

generative AI

B.

computer vision

C.

text classification

D.

speech recognition

Question 4

Which feature of the Azure Language in Foundry Tools service should you use to automate the masking of names and phone numbers in text data?

Options:

A.

custom text classification

B.

Personally Identifiable Information (Pll) detection

C.

entity linking

D.

custom named entity recognition (NERJ

Question 5

You have a Microsoft Foundry project that contains a vision-enabled model deployment.

You are developing an application that sends images to the model.

You need to ensure that the model can analyze the images.

In which two formats can you provide the images? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

a JSON document that describes the image content

B.

a UTF-8 encoded text description of the image

C.

a publicly accessible URL of the image

D.

a base64 encoded image data string

Question 6

You have a Python application that extracts fields from invoices by using Azure Content Understanding in Foundry Tools

You submit a PDF for analysts.

What should the application do to retrieve the results?

Options:

A.

Poll the operation results until the asynchronous analysis job succeeds

B.

Use optical character recognition (OCR) to parse the text from the PDF and map the fields in the code.

C.

Repeatedly call begin_analyze() with the same inputs to force a synchronous response.

D.

Send a GET request to the Microsoft Foundry endpoint to download the analyzer schema.

Question 7

Select the answer that correctly completes the sentence.

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Options:

Question 8

You have an Azure subscription.

You need to use Azure Content Understanding in Foundry Tools to extract structured data from invoices.

What should you provision?

Options:

A.

an Azure OpenAI resource

B.

a Microsoft Foundry resource

C.

A Microsoft Foundry project

D.

an Azure AI Search service

Question 9

Select the answer that correctly completes the sentence.

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Options:

Question 10

Select the answer that correctly completes the sentence.

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Options:

Question 11

You have a website that includes customer reviews.

You need to store the reviews in English and present the reviews to users in their respective language based on each user ' s geographical location.

Which type of natural language processing workload should you use?

Options:

A.

key phrase extraction

B.

speech recognition

C.

language modeling

D.

translation

Question 12

You are developing an application that will coordinate a travel-booking workflow by gathering user preferences, searching for options, requesting approval, and booking services. The solution will maintain context across the steps.

Which type of Al workload is this an example of?

Options:

A.

information extraction

B.

Agentic Ai

C.

computer vision

D.

generative Al

Question 13

You are developing a web app that processes invoices to calculate expenses.

You need to extract structured fields, including nested values, from the invoices by using a defined schema.

What should you use?

Options:

A.

a transcription workflow in Azure Speech in Foundry Tools

B.

an optical character recognition (OCR)-only document processing pipeline

C.

an analyzer in Azure Content Understanding in Foundry Tools

D.

an Azure AI Search service

Question 14

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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Options:

Question 15

You have a Microsoft Foundry project that contains a vision-enabled model deployment.

You need to develop an application that sends a message containing text and an image URL. The solution must ensure the quickest response time.

Which message structure should you include in the request?

Options:

A.

a user message that includes only a text item and sends an image item in a separate request

B.

a system message that includes both a text item and an image item in the content array

C.

a system message that includes only a text item and sends an image item in a separate request

D.

a user message that includes both a text item and an image item in the content array

Question 16

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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Options:

Question 17

You use natural language processing to process text from a Microsoft news story. You receive the output shown in the following table.

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Which type of natural language processing was performed?

Options:

A.

entity recognition

B.

translation

C.

key phrase extraction

D.

sentiment analysis

Question 18

You are developing a lightweight application that will call an agent programmatically by using the Microsoft Foundry SDK. You need to identify the agent ID. What should you do?

Options:

A.

In the Foundry tool catalog, copy the tool name used by the agent.

B.

In the model catalog, open the model card and copy the model family name.

C.

the Foundry portal, copy the project name.

D.

In the Foundry playground, select Code, and view the .env variables.

Question 19

Which statement is an example oi a Microsoft responsible Al principle?

Options:

A.

Al systems must protect the interests of the company.

B.

Al systems must be understandable.

C.

Al systems must use only publicly available data.

D.

Al systems must keep personal details public.

Question 20

You have a multimodal model deployed in Microsoft Foundry

You need to configure the model to analyze an image and provide both a written summary and an audio summary of the image.

What is the minimum number of user prompts that should be sent to the model?

Options:

A.

1

B.

2

C.

3

D.

A

Question 21

Select the answer that correctly completes the sentence.

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Options:

Question 22

You are developing a simple application that uses the Microsoft Foundry SDK to send chat prompts to a model.

Which three elements should you provide in the code to run the application? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

the model deployment name

B.

credentials

C.

the endpoint URL

D.

the task type

E.

the Foundry project display name

Question 23

For each of the following statements, select if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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Options:

Question 24

You are using the Azure Speech SDK to develop a Python application that supports real-time spoken conversations.

Which Azure speech class should you use to configure the connection to the Azure Speech service?

Options:

A.

AudioConfig

B.

SpeechSynthesizer

C.

AuditOutputConfig

Question 25

Your company processes customer support emails.

You need to implement an AI solution that automatically identifies mentions of people, organizations, and locations in the emails.

Which text analysis technique should you use?

Options:

A.

sentiment analysis

B.

Named Entity Recognition (NER)

C.

summarization

D.

key phrase extraction

Question 26

You have the following REST API request.

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Which Azure OpenAI model should you use to process the request?

Options:

A.

DALL-E

B.

Codex

C.

GPT-4.1

D.

Whisper

Question 27

Match the description to the corresponding Microsoft Foundry tools.

To answer, drag the appropriate description from the column on the left to its tool on the right. Each description may be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

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Options:

Question 28

You are developing an application that analyzes uploaded video files by using Azure Content Understanding in Foundry Tools.

You need to ensure that the application extracts structured information from the videos.

What should the application call?

Options:

A.

Azure Language in Foundry Tools sentiment analysis

B.

Azure OpenAI

C.

the Image Analysis API in Azure Vision in Foundry Tools

D.

the Analyze API in Content Understanding

Question 29

Capturing text from images is an example of which type of Al capability?

Options:

A.

image description

B.

text analysis

C.

optical character recognition (OCR)

D.

object detection

Question 30

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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Options:

Question 31

For each of the following statements, Select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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Options:

Question 32

Select the answer that correctly completes the sentence.

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Options:

Question 33

You deploy an Al system to assist with hiring decisions.

Company policy requires that human reviewers oversee Al-generated recommendations and remain responsible for final hiring

decisions.

Which Microsoft responsible Al principle is this an example of?

Options:

A.

reliability and safety

B.

fairness

C.

transparency

D.

accountability

Question 34

You are developing an application that extracts structured information from different types of content by using Azure Content Understanding in Foundry Tools.

You need to extract scanned invoices in the PDF format and voicemail recordings in the WAV format.

Which type of analyzer should you use for each content type? To answer, drag the appropriate analyzer types to the correct content types. Each analyzer type may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.

NOTE: Each correct selection is worth one point.

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Options:

Question 35

You are building an AI system.

Which task should you include to help the service meet the Microsoft transparency principle for responsible AI?

Options:

A.

Provide documentation to help developers debug code.

B.

Enable autoscaling to ensure that a service scales based on demand.

C.

Ensure that a training dataset is representative of the population.

D.

Ensure that all visuals have an associated text that can be read by a screen reader.

Question 36

Which natural language processing feature can be used to identify the main talking points in customer feedback surveys?

Options:

A.

language detection

B.

translation

C.

key phrase extraction

D.

entity recognition

Question 37

You have a Microsoft Foundry project that contains a model deployment.

You are developing an application that sends an image and a user question to the model.

You need to send both text and image content in the same request so the model can return an answer.

How should you complete the Python code? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.

NOTE: Each correct selection is worth one point.

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Options:

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Total 125 questions