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Microsoft Azure AI Fundamentals Question and Answers

Microsoft Azure AI Fundamentals

Last Update Nov 30, 2025
Total Questions : 323

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Questions 1

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 2

You are creating an app to help employees write emails and reports based on user prompts. What should you use?

Options:

A.  

Azure Al Speech

B.  

Azure OpenAI in Foundry Models

C.  

Azure Al Vision

D.  

Azure Machine Learning studio

Discussion 0
Questions 3

You need to provide content for a business chatbot that will help answer simple user queries.

What are three ways to create question and answer text by using Azure Al Language Service's question answering? Each correct answer presents a complete solution.

NOTE: Each correct and ask questions by selection is worth one point.

Options:

A.  

Connect the bot to the Cortana channel using Cortana.

B.  

Import chit-chat content from a predefined data source.

C.  

Manually enter the questions and answers.

D.  

Use Azure Machine Learning Automated ML to train a model based on a file that contains question and answer pairs.

E.  

Generate the questions and answers from an existing webpage.

Discussion 0
Questions 4

You need to develop a web-based AI solution for a customer support system. Users must be able to interact with a web app that will guide them to the best resource or answer.

Which service should you integrate with the web app to meet the goal?

Options:

A.  

Azure Al Language Service

B.  

Face

C.  

Azure Al Translator

D.  

Azure Al Custom Vision

Discussion 0
Questions 5

Which type of machine learning should you use to predict the number of gift cards that will be sold next month?

Options:

A.  

classification

B.  

regression

C.  

clustering

Discussion 0
Questions 6

You have a dataset that contains the columns shown in the following table.

You have a machine learning model that predicts the value of ColumnE based on the other numeric columns.

Which type of model is this?

Options:

A.  

regression

B.  

analysis

C.  

clustering

Discussion 0
Questions 7

Which Azure OpenAI model should you use to summarize the text from a document?

Options:

A.  

Whisper

B.  

DALL-E

C.  

Codex

D.  

GPT

Discussion 0
Questions 8

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 9

Match the types of computer vision 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 be used once more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

Discussion 0
Questions 10

Which OpenAI model does GitHub Copilot use to make suggestions for client-side JavaScript?

Options:

A.  

GPT-4

B.  

Codex

C.  

DALL-E

D.  

GPT-3

Discussion 0
Questions 11

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 12

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 13

You have an Azure Machine Learning model that predicts product quality. The model has a training dataset that contains 50,000 records. A sample of the data is shown in the following table.

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 14

You have a database that contains a list of employees and their photos.

You are tagging new photos of the employees.

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 15

You are building a tool that will process images from retail stores and identity the products of competitors.

The solution must be trained on images provided by your company.

Which Azure Al service should you use?

Options:

A.  

Azure Al Custom Vision

B.  

Azure Al Computer Vision

C.  

Face

D.  

Azure Al Document Intelligence

Discussion 0
Questions 16

Which service should you use to extract text, key/value pairs, and table data automatically from scanned documents?

Options:

A.  

Azure Al Custom Vision

B.  

Azure Al Document Intelligence

C.  

Azure Al Language

D.  

Azure Al face

Discussion 0
Questions 17

You need to identify street names based on street signs in photographs.

Which type of computer vision should you use?

Options:

A.  

object detection

B.  

optical character recognition (OCR)

C.  

image classification

D.  

facial recognition

Discussion 0
Questions 18

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 19

To complete the sentence, select the appropriate option in the answer area.

Using Recency, Frequency, and Monetary (RFM) values to identify segments of a customer base is an example of___________

Options:

Discussion 0
Questions 20

You are building a tool that will process images from retail stores and identify the products of competitors.

The solution will use a custom model.

Which Azure Cognitive Services service should you use?

Options:

A.  

Custom Vision

B.  

Form Recognizer

C.  

Face

D.  

Computer Vision

Discussion 0
Questions 21

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

NOTE: Each correct selection is worth one point

Options:

Discussion 0
Questions 22

Which parameter should you configure to produce more verbose responses from a chat solution that uses the Azure OpenAI GPT-3.5 model?

Options:

A.  

Presence penalty

B.  

Temperature

C.  

Stop sequence

D.  

Max response

Discussion 0
Questions 23

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 24

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 25

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 26

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 27

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

NOTE; Each correct selection is worth one point.

Options:

Discussion 0
Questions 28

What is an example of unsupervised machine learning?

Options:

A.  

classification

B.  

clustering

C.  

regression

Discussion 0
Questions 29

What should you use to identify similar faces in a set of images?

Options:

A.  

Azure Al Vision

B.  

Azure Al Custom Vision

C.  

Azure Al Language

D.  

Azure OpenAI Service

Discussion 0
Questions 30

Which Azure Machine Learning capability should you use to quickly build and deploy a predictive model without extensive coding?

Options:

A.  

ML pipelines

B.  

Copilot

C.  

DALL-E

D.  

automated machine learning (automated ML)

Discussion 0
Questions 31

Which format should you use to send requests to a REST API endpoint for Azure OpenAI?

Options:

A.  

CSV

B.  

JSON

C.  

XML

D.  

YAML

Discussion 0
Questions 32

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 33

Which parameter should you configure to produce a more diverse range of tokens in the responses from a chat solution that uses the Azure OpenAI GPT-3.5 model?

Options:

A.  

Max response

B.  

Past messages included

C.  

Presence penalty

D.  

Stop sequence

Discussion 0
Questions 34

What should you do to reduce the number of false positives produced by a machine learning classification model?

Options:

A.  

Include test data in the training data.

B.  

Increase the number of training iterations.

C.  

Modify the threshold value in favor of false positives.

D.  

Modify the threshold value in favor of false negatives.

Discussion 0
Questions 35

You use Azure Machine Learning designer to publish an inference pipeline.

Which two parameters should you use to consume the pipeline? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

the model name

B.  

the training endpoint

C.  

the authentication key

D.  

the REST endpoint

Discussion 0
Questions 36

What are three stages in a transformer model? Each correct answer presents a complete solution.

NOTE: Each correct answer is worth one point.

Options:

A.  

object detection

B.  

embedding calculation

C.  

tokenization

D.  

next token prediction

E.  

anonymization

Discussion 0
Questions 37

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 38

You are building an AI system.

Which task should you include to ensure that the service meets the Microsoft transparency principle for responsible AI?

Options:

A.  

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

B.  

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

C.  

Provide documentation to help developers debug code.

D.  

Ensure that a training dataset is representative of the population.

Discussion 0
Questions 39

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 40

You are designing an AI system that empowers everyone, including people who have hearing, visual, and other impairments.

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

Options:

A.  

fairness

B.  

inclusiveness

C.  

reliability and safety

D.  

accountability

Discussion 0
Questions 41

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 42

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 43

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 44

Which two scenarios are examples of a conversational AI workload? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

a smart device in the home that responds to questions such as “What will the weather be like today?”

B.  

a website that uses a knowledge base to interactively respond to users’ questions

C.  

assembly line machinery that autonomously inserts headlamps into cars

D.  

monitoring the temperature of machinery to turn on a fan when the temperature reaches a specificThreshold

Discussion 0
Questions 45

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 46

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 47

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 48

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 49

You have an app that identifies the coordinates of a product in an image of a supermarket shelf.

Which service does the app use?

Options:

A.  

Azure Al Custom Vision object detection

B.  

Azure Al Computer Vision Read

C.  

Azure Al Computer Vision optical character recognition (OCR)

D.  

Azure Al Custom Vision classification

Discussion 0
Questions 50

Match the facial recognition tasks to the appropriate questions.

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 51

Match the Azure Cognitive Services to the appropriate Al workloads.

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

NOTE: Each correct match is worth one point.

Options:

Discussion 0
Questions 52

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 53

You need to create a training dataset and validation dataset from an existing dataset.

Which module in the Azure Machine Learning designer should you use?

Options:

A.  

Select Columns in Dataset

B.  

Add Rows

C.  

Split Data

D.  

Join Data

Discussion 0
Questions 54

TION NO: 81

Which AI service should you use to create a bot from a frequently asked questions (FAQ) document?

Options:

A.  

QnA Maker

B.  

Language Understanding (LUIS)

C.  

Text Analytics

D.  

Speech

Discussion 0
Questions 55

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 56

You ate building a Conversational Language Understanding model for an e-commerce business.

You need to ensure that the model detects when utterances are outside the intended scope of the model.

What should you do?

Options:

A.  

Export the model.

B.  

Create a new model.

C.  

Add utterances to the None intent.

D.  

Create a prebuilt task entity.

Discussion 0
Questions 57

correctly completes the sentence.

Options:

Discussion 0
Questions 58

You are processing photos of runners in a race.

You need to read the numbers on the runners’ shirts to identity the runners in the photos.

Which type of computer vision should you use?

Options:

A.  

facial recognition

B.  

optical character recognition (OCR)

C.  

semantic segmentation

D.  

object detection

Discussion 0
Questions 59

You have a bot that identifies the brand names of products in images of supermarket shelves.

Which service does the bot use?

Options:

A.  

Al enrichment for Azure Search capabilities

B.  

Computer Vision Image Analysis capabilities

C.  

Custom Vision Image Classification capabilities

D.  

Language understanding capabilities

Discussion 0
Questions 60

You need to predict the animal population of an area.

Which Azure Machine Learning type should you use?

Options:

A.  

clustering

B.  

classification

C.  

regression

Discussion 0
Questions 61

What can be used to complete a paragraph based on a sentence provided by a user?

Options:

A.  

Azure Al Language

B.  

Azure OpenAI

C.  

Azure Machine Learning

D.  

Azure Al Vision

Discussion 0
Questions 62

You are building an AI-based app.

You need to ensure that the app uses the principles for responsible AI.

Which two principles should you follow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

Implement an Agile software development methodology

B.  

Implement a process of Al model validation as part of the software review process

C.  

Establish a risk governance committee that includes members of the legal team, members of the risk management team, and a privacy officer

D.  

Prevent the disclosure of the use of Al-based algorithms for automated decision making

Discussion 0
Questions 63

What is an advantage of using a custom model in Form Recognizer?

Options:

A.  

Only a custom model can be deployed on-premises.

B.  

A custom model can be trained to recognize a variety of form types.

C.  

A custom model is less expensive than a prebuilt model.

D.  

A custom model always provides higher accuracy.

Discussion 0
Questions 64

Match the types of computer vision 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 be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 65

What should you implement to prevent hateful responses from being returned by a generative Al solution?

Options:

A.  

abuse monitoring

B.  

content filtering

C.  

fine-tuning

D.  

prompt engineering

Discussion 0
Questions 66

A company employs a team of customer service agents to provide telephone and email support to customers.

The company develops a webchat bot to provide automated answers to common customer queries.

Which business benefit should the company expect as a result of creating the webchat bot solution?

Options:

A.  

increased sales

B.  

a reduced workload for the customer service agents

C.  

improved product reliability

Discussion 0
Questions 67

Match the types of machine learning to the appropriate scenarios.

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 68

You are developing a natural language processing solution in Azure. The solution will analyze customer reviews and determine how positive or negative each review is.

This is an example of which type of natural language processing workload?

Options:

A.  

language detection

B.  

sentiment analysis

C.  

key phrase extraction

D.  

entity recognition

Discussion 0
Questions 69

In which two scenarios can you use speech recognition? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

an in-car system that reads text messages aloud

B.  

providing closed captions for recorded or live videos

C.  

creating an automated public address system for a train station

D.  

creating a transcript of a telephone call or meeting

Discussion 0
Questions 70

Match the Microsoft guiding principles for responsible AI to the appropriate descriptions.

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 71

Match the Azure Al service to the appropriate generative Al capability.

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

NOTE: Each correct match is worth one point.

Options:

Discussion 0
Questions 72

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 73

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 74

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 75

You need to generate cartoons for use in a brochure. Each cartoon will be based on a text description.

Which Azure OpenAI model should you use?

Options:

A.  

Codex

B.  

DALL-E

C.  

GPT-3.5

D.  

GPT-4

Discussion 0
Questions 76

For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 77

Your company manufactures widgets.

You have 1.000 digital photos of the widgets.

You need to identify the location of the widgets within the photos.

What should you use?

Options:

A.  

Computer Vision Spatial Analysis

B.  

Custom Vision object detection

C.  

Custom Vision classification

D.  

Computer Vision Image Analysis

Discussion 0
Questions 78

You have an Azure subscription that uses Azure OpenAI.

You need to create an original image of a rural scene to use on a website.

What should you do?

Options:

A.  

From Azure Al Foundry, deploy a GPT-3.5 Turbo model and provide instructions to create the image of the rural scene.

B.  

From Microsoft Bing, search the term "rural scene" and download the results.

C.  

From GitHub Copilot, provide instructions to create the image of the rural scene.

D.  

From Azure Al Foundry, deploy a DALL-E model, and provide instructions to create the rural scene.

Discussion 0
Questions 79

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 80

You use Azure Machine Learning designer to build a model pipeline. What should you create before you can run the pipeline?

Options:

A.  

a Jupyter notebook

B.  

a registered model

C.  

a compute resource

Discussion 0
Questions 81

Match the tool to the Azure Machine Learning task.

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

NOTE: Each correct match is worth one point.

Options:

Discussion 0
Questions 82

Which scenario is an example of a webchat bot?

Options:

A.  

Determine whether reviews entered on a website for a concert are positive or negative, and then add athumbs up or thumbs down emoji to the reviews.

B.  

Translate into English questions entered by customers at a kiosk so that the appropriate person can call the customers back.

C.  

Accept questions through email, and then route the email messages to the correct person based on the content of the message.

D.  

From a website interface, answer common questions about scheduled events and ticket purchases for a music festival.

Discussion 0
Questions 83

Providing contextual information to improve the responses quality of a generative Al solution is an example of which prompt engineering technique?

Options:

A.  

providing examples

B.  

fine-tuning

C.  

grounding data

D.  

system messages

Discussion 0
Questions 84

Which type of machine learning should you use to identify groups of people who have similar purchasing habits?

Options:

A.  

classification

B.  

regression

C.  

clustering

Discussion 0
Questions 85

You need to generate images based on user prompts. Which Azure OpenAI model should you use?

Options:

A.  

GPT-4

B.  

DALL-E

C.  

GPT-3

D.  

Whisper

Discussion 0
Questions 86

What should you use to extract details from scanned images of contracts?

Options:

A.  

Azure Al Document Intelligence

B.  

Azure Al Immersive Reader

C.  

Azure OpenAI

D.  

Azure Al Search

Discussion 0
Questions 87

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 88

You need to convert handwritten notes into digital text.

Which type of computer vision should you use?

Options:

A.  

optical character recognition (OCR)

B.  

object detection

C.  

image classification

D.  

facial detection

Discussion 0
Questions 89

What is an example of a Microsoft responsible Al principle?

Options:

A.  

Al systems should treat people fairly.

B.  

Al systems should NOT reveal the details of their design.

C.  

Al systems should use black-box models.

D.  

Al systems should protect the interests of developers.

Discussion 0
Questions 90

Which Azure Al Document Intelligence prebuilt model should you use to extract parties and jurisdictions from a legal document?

Options:

A.  

contract

B.  

layout

C.  

general document

D.  

read

Discussion 0
Questions 91

Which term is used to describe uploading your own data to customize an Azure OpenAI model?

Options:

A.  

completion

B.  

grounding

C.  

fine -tuning

D.  

prompt engineering

Discussion 0
Questions 92

You need to predict the income range of a given customer by using the following dataset.

Which two fields should you use as features? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.  

Education Level

B.  

Last Name

C.  

Age

D.  

Income Range

E.  

First Name

Discussion 0
Questions 93

To complete the sentence, select the appropriate option in the answer area.

Options:

Discussion 0
Questions 94

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

NOTE: Each correct selection is worth one point.

Options:

Discussion 0
Questions 95

Select the answer that correctly completes the sentence.

Options:

Discussion 0
Questions 96

A medical research project uses a large anonymized dataset of brain scan images that are categorized into predefined brain haemorrhage types.

You need to use machine learning to support early detection of the different brain haemorrhage types in the images before the images are reviewed by a person.

This is an example of which type of machine learning?

Options:

A.  

clustering

B.  

regression

C.  

classification

Discussion 0
Questions 97

You have a dataset that contains information about taxi journeys that occurred during a given period.

You need to train a model to predict the fare of a taxi journey.

What should you use as a feature?

Options:

A.  

the number of taxi journeys in the dataset

B.  

the trip distance of individual taxi journeys

C.  

the fare of individual taxi journeys

D.  

the trip ID of individual taxi journeys

Discussion 0