Question 1

Which AI workload is BEST suited for forecasting future inventory demand?

A. Regression
B. OCR
C. Object detection
D. Speech synthesis

Correct Answer

A. Regression

Explanation

Regression predicts continuous numeric values, such as future inventory levels or sales demand.

Question 2

A company wants to automatically categorize support tickets into departments such as Billing, Technical Support, and Sales.

Which machine learning technique should be used?

A. Classification
B. Clustering
C. Regression
D. Forecasting

Correct Answer

A. Classification

Question 3

Which Responsible AI principle emphasizes designing systems that can be used by people with disabilities?

A. Inclusiveness
B. Reliability
C. Accountability
D. Transparency

Correct Answer

A. Inclusiveness

Question 4

What is tokenization in generative AI?

A. Breaking text into smaller pieces for processing
B. Encrypting storage devices
C. Compressing images
D. Improving network bandwidth

Correct Answer

A. Breaking text into smaller pieces for processing

Question 5

HOTSPOT / MATCHING

Match each AI capability with the appropriate use case.

Options:

• OCR
• Language detection
• Image generation

Correct Answers

Question 6

Which Azure AI capability allows applications to answer questions conversationally?

A. Generative AI
B. Regression
C. Clustering
D. Forecasting

Correct Answer

A. Generative AI

Question 7

A retailer wants to detect when shelves in stores are empty by analyzing camera images.

Which AI capability should be used?

A. Object detection
B. Speech recognition
C. Translation
D. Regression

Correct Answer

A. Object detection

Question 8

MULTIPLE ANSWER

Which are common examples of generative AI applications?

Select ALL that apply.

A. Chatbots
B. AI image creation
C. Automated code generation
D. Spreadsheet printing
E. Content summarization

Correct Answers

A. Chatbots
B. AI image creation
C. Automated code generation
E. Content summarization

Question 9

What is the purpose of an API key in Azure AI services?

A. To authenticate access to the service
B. To increase monitor brightness
C. To compress image files
D. To replace endpoints

Correct Answer

A. To authenticate access to the service

Question 10

Which AI capability identifies names, locations, or dates in text?

A. Entity extraction
B. Object detection
C. OCR
D. Speech synthesis

Correct Answer

A. Entity extraction

Question 11

FILL IN THE BLANK

__________ AI can generate new content such as text, images, and code.

Correct Answer

Generative

or

Generative AI

Question 12

Which statement about cloud-based AI services is TRUE?

A. They reduce the need to manage physical infrastructure
B. They eliminate all cybersecurity risks
C. They only work offline
D. They cannot scale automatically

Correct Answer

A. They reduce the need to manage physical infrastructure

Question 13

You need an AI solution that can convert customer emails into concise summaries.

Which capability is MOST appropriate?

A. Text summarization
B. Regression
C. Object detection
D. Forecasting

Correct Answer

A. Text summarization

Question 14

Which machine learning technique is used when training data already contains labeled outcomes?

A. Supervised learning
B. Unsupervised learning
C. Reinforcement learning
D. OCR

Correct Answer

A. Supervised learning

Question 15

MULTIPLE ANSWER

Which capabilities are commonly associated with Azure AI Vision services?

Select ALL that apply.

A. OCR
B. Image captioning
C. Object detection
D. Sentiment analysis
E. Facial analysis

Correct Answers

A. OCR
B. Image captioning
C. Object detection
E. Facial analysis

Question 16

Which Responsible AI principle focuses on ensuring AI systems operate dependably?

A. Reliability and safety
B. Transparency
C. Inclusiveness
D. Fairness

Correct Answer

A. Reliability and safety

Question 17

You want an AI assistant to always respond in a formal tone.

What is the BEST way to accomplish this?

A. Use a system prompt
B. Use OCR
C. Increase screen resolution
D. Disable APIs

Correct Answer

A. Use a system prompt

Question 18

HOTSPOT / MATCHING

Match the AI workload to the corresponding example.

Options:

• Grouping similar customers
• Converting text into spoken audio
• Determining whether a loan is approved

Correct Answers

Question 19

Which capability allows AI systems to create captions that describe images?

A. Image captioning
B. OCR
C. Translation
D. Regression

Correct Answer

A. Image captioning

Question 20

Which statement about Responsible AI is TRUE?

A. AI systems should be monitored and governed responsibly
B. AI systems never require human oversight
C. Responsible AI eliminates all risks
D. Responsible AI only applies to generative AI

Correct Answer

A. AI systems should be monitored and governed responsibly

Question 21

A transportation company wants to analyze dashcam footage to detect traffic signs and pedestrians.

Which workload is MOST appropriate?

A. Computer vision
B. Regression
C. Forecasting
D. Translation

Correct Answer

A. Computer vision

Question 22

MULTIPLE ANSWER

Which are common capabilities of natural language processing solutions?

Select ALL that apply.

A. Translation
B. Sentiment analysis
C. Entity recognition
D. Object detection
E. Summarization

Correct Answers

A. Translation
B. Sentiment analysis
C. Entity recognition
E. Summarization

Question 23

Which Responsible AI principle emphasizes understanding and explaining AI decisions?

A. Transparency
B. Reliability
C. Privacy
D. Inclusiveness

Correct Answer

A. Transparency

Question 24

FILL IN THE BLANK

__________ recognition converts spoken words into text.

Correct Answer

Speech

or

Speech recognition

Question 25

A business wants AI-generated voice responses for a customer-service phone system.

Which capability should they use?

A. Speech synthesis
B. OCR
C. Classification
D. Clustering

Correct Answer

A. Speech synthesis

Question 26

Which AI capability would BEST help identify duplicate customer records?

A. Entity matching
B. Object detection
C. Speech synthesis
D. Forecasting

Correct Answer

A. Entity matching

Question 27

MULTIPLE ANSWER

Which are benefits of using pretrained generative AI models?

Select ALL that apply.

A. Faster implementation
B. Reduced training costs
C. Access to advanced capabilities
D. Guaranteed perfect outputs
E. Simplified development

Correct Answers

A. Faster implementation
B. Reduced training costs
C. Access to advanced capabilities
E. Simplified development

Question 28

You are developing a lightweight application that sends prompts to an Azure AI model and receives responses.

What is the MOST likely communication method?

A. REST API calls
B. HDMI connections
C. USB transfers
D. Printer drivers

Correct Answer

A. REST API calls

Question 29

Which AI capability can identify the main topics discussed in a document?

A. Keyword extraction
B. Speech synthesis
C. Object detection
D. Regression

Correct Answer

A. Keyword extraction

Question 30

SCENARIO-BASED QUESTION

A media company wants an AI solution that:

• Generates promotional images
• Converts podcast audio into transcripts
• Detects company logos in uploaded photos
• Summarizes interview articles

Which AI capabilities are required?

A. Image generation, speech recognition, object detection, and text summarization
B. Regression and clustering only
C. Forecasting and classification only
D. OCR only

Correct Answer

A. Image generation, speech recognition, object detection, and text summarization

Explanation

The scenario requires multiple AI capabilities:

• Image generation for promotional graphics
• Speech recognition for podcast transcription
• Object detection for logo identification
• Text summarization for interview summaries

Question 1

Which machine learning technique is commonly used to predict whether an email is spam?

A. Regression
B. Classification
C. Clustering
D. OCR

Correct Answer

B. Classification

Explanation

Classification predicts categories or labels such as spam/not spam, approved/denied, or fraud/not fraud.

Question 2

A company wants an AI system that can automatically generate product descriptions for an online store.

Which AI capability should be used?

A. Generative AI
B. Regression
C. OCR
D. Clustering

Correct Answer

A. Generative AI

Question 3

Which Responsible AI principle focuses on making AI systems accessible to people with varying abilities?

A. Fairness
B. Inclusiveness
C. Accountability
D. Transparency

Correct Answer

B. Inclusiveness

Question 4

Which Azure AI capability is MOST useful for converting scanned paper documents into searchable text?

A. OCR
B. Object detection
C. Speech synthesis
D. Regression

Correct Answer

A. OCR

Question 5

HOTSPOT / MATCHING

Match the AI scenario with the correct capability.

Options:

• Clustering
• Regression
• Sentiment analysis

Correct Answers

Question 6

What is the PRIMARY benefit of pretrained AI models?

A. They eliminate all errors
B. They reduce the need to build models from scratch
C. They require no internet connectivity
D. They replace APIs

Correct Answer

B. They reduce the need to build models from scratch

Question 7

Which AI capability identifies people, products, or objects within images?

A. Object detection
B. Sentiment analysis
C. Speech recognition
D. Translation

Correct Answer

A. Object detection

Question 8

MULTIPLE ANSWER

Which are examples of generative AI outputs?

Select ALL that apply.

A. AI-generated images
B. AI-written summaries
C. AI-created code
D. Printed paper forms
E. AI-generated marketing emails

Correct Answers

A. AI-generated images
B. AI-written summaries
C. AI-created code
E. AI-generated marketing emails

Question 9

What is temperature commonly used for in generative AI models?

A. To control response randomness and creativity
B. To measure server heat
C. To encrypt AI outputs
D. To improve monitor resolution

Correct Answer

A. To control response randomness and creativity

Question 10

A business wants an AI system that can translate customer support chats into multiple languages.

Which workload should they use?

A. Natural language processing
B. Object detection
C. Regression
D. Clustering

Correct Answer

A. Natural language processing

Question 11

FILL IN THE BLANK

__________ AI models can process multiple input types such as text, images, and audio.

Correct Answer

Multimodal

Question 12

Which statement about Azure AI Foundry is TRUE?

A. It can be used to deploy and manage AI models
B. It only supports spreadsheet applications
C. It replaces operating systems
D. It only works for computer vision models

Correct Answer

A. It can be used to deploy and manage AI models

Question 13

You need an AI application that can identify important phrases within documents.

Which capability should you use?

A. Keyword extraction
B. Regression
C. Clustering
D. Object detection

Correct Answer

A. Keyword extraction

Question 14

Which type of machine learning groups data based on similarities without predefined labels?

A. Regression
B. Classification
C. Clustering
D. OCR

Correct Answer

C. Clustering

Question 15

MULTIPLE ANSWER

Which are common uses of speech AI services?

Select ALL that apply.

A. Speech-to-text conversion
B. Text-to-speech conversion
C. Real-time translation
D. Predicting stock prices
E. Speaker recognition

Correct Answers

A. Speech-to-text conversion
B. Text-to-speech conversion
C. Real-time translation
E. Speaker recognition

Question 16

Which Responsible AI principle emphasizes understanding how AI systems operate?

A. Transparency
B. Reliability
C. Inclusiveness
D. Privacy

Correct Answer

A. Transparency

Question 17

You are creating a chatbot that should answer politely and professionally.

Which prompt type is BEST for defining the chatbot’s behavior?

A. System prompt
B. User prompt
C. Regression prompt
D. OCR prompt

Correct Answer

A. System prompt

Question 18

HOTSPOT / MATCHING

Match the capability to the appropriate scenario.

Options:

• Categorizing animal photos
• Reading text from receipts
• Generating spoken responses

Correct Answers

Question 19

Which AI workload would BEST identify the language used in a sentence?

A. Natural language processing
B. Regression
C. Forecasting
D. Clustering

Correct Answer

A. Natural language processing

Question 20

What is one limitation of generative AI models?

A. They may produce inaccurate information
B. They cannot process text
C. They only work offline
D. They cannot generate images

Correct Answer

A. They may produce inaccurate information

Question 21

A company wants to monitor customer opinions on social media posts.

Which AI capability should they use?

A. Sentiment analysis
B. Object detection
C. OCR
D. Regression

Correct Answer

A. Sentiment analysis

Question 22

MULTIPLE ANSWER

Which tasks are examples of computer vision workloads?

Select ALL that apply.

A. Detecting objects in images
B. Recognizing handwritten text
C. Identifying image categories
D. Translating speech
E. Facial analysis

Correct Answers

A. Detecting objects in images
B. Recognizing handwritten text
C. Identifying image categories
E. Facial analysis

Question 23

Which Responsible AI principle ensures organizations remain responsible for AI decisions and outcomes?

A. Accountability
B. Transparency
C. Inclusiveness
D. Fairness

Correct Answer

A. Accountability

Question 24

FILL IN THE BLANK

__________ analysis evaluates whether text expresses positive, negative, or neutral emotions.

Correct Answer

Sentiment

or

Sentiment analysis

Question 25

Which AI capability would BEST help summarize a recorded business meeting?

A. Speech recognition combined with text summarization
B. Object detection only
C. Regression only
D. Clustering only

Correct Answer

A. Speech recognition combined with text summarization

Question 26

A retailer wants an AI model that automatically creates advertising images from written prompts.

Which capability is MOST appropriate?

A. Image-generation models
B. Forecasting models
C. Regression models
D. OCR models

Correct Answer

A. Image-generation models

Question 27

MULTIPLE ANSWER

Which are advantages of lightweight AI applications?

Select ALL that apply.

A. Faster development
B. Reduced infrastructure complexity
C. Easier cloud integration
D. Guaranteed perfect AI accuracy
E. Simplified deployment

Correct Answers

A. Faster development
B. Reduced infrastructure complexity
C. Easier cloud integration
E. Simplified deployment

Question 28

You want an AI application to analyze uploaded images and answer questions about them.

Which type of model is MOST appropriate?

A. Multimodal model
B. Regression model
C. Clustering model
D. Forecasting model

Correct Answer

A. Multimodal model

Question 29

Which statement about APIs in AI solutions is TRUE?

A. APIs allow applications to exchange data with AI services
B. APIs eliminate the need for authentication
C. APIs physically store microphones
D. APIs replace cloud services

Correct Answer

A. APIs allow applications to exchange data with AI services

Question 30

SCENARIO-BASED QUESTION

A financial company wants an AI solution that:

• Reads text from loan applications
• Detects signatures in uploaded forms
• Converts recorded customer calls into text
• Generates automated email responses

Which AI capabilities are required?

A. OCR, object detection, speech recognition, and generative AI
B. Regression and clustering only
C. Forecasting and translation only
D. Speech synthesis only

Correct Answer

A. OCR, object detection, speech recognition, and generative AI

Explanation

The scenario requires multiple AI capabilities:

• OCR for reading application text
• Object detection for identifying signatures
• Speech recognition for transcribing calls
• Generative AI for automated email creation

Question 1

Which machine learning technique is BEST suited for predicting house prices?

A. Clustering
B. Regression
C. Object detection
D. Translation

Correct Answer

B. Regression

Explanation

Regression predicts continuous numeric values such as prices, temperatures, or sales forecasts.

Question 2

A company wants to automatically detect fraudulent credit-card transactions.

Which type of AI workload is MOST appropriate?

A. Classification
B. OCR
C. Image generation
D. Speech synthesis

Correct Answer

A. Classification

Explanation

Fraud detection commonly uses classification models to determine whether transactions are fraudulent or legitimate.

Question 3

Which Responsible AI principle focuses on protecting sensitive user data?

A. Transparency
B. Fairness
C. Privacy and security
D. Inclusiveness

Correct Answer

C. Privacy and security

Question 4

What is the PRIMARY purpose of a user prompt in generative AI?

A. To provide instructions or requests to the model
B. To replace APIs
C. To install operating systems
D. To secure databases

Correct Answer

A. To provide instructions or requests to the model

Question 5

HOTSPOT / MATCHING

Match each AI capability with its correct output.

Options:

• Emotional tone
• Spoken audio
• Extracted text

Correct Answers

Question 6

Which type of AI model can generate entirely new images from text prompts?

A. Generative AI model
B. Regression model
C. Clustering model
D. Time-series model

Correct Answer

A. Generative AI model

Question 7

You need an AI solution that converts spoken customer calls into searchable transcripts.

Which capability should you use?

A. Speech recognition
B. Speech synthesis
C. OCR
D. Object detection

Correct Answer

A. Speech recognition

Question 8

MULTIPLE ANSWER

Which are common capabilities of computer vision solutions?

Select ALL that apply.

A. Object detection
B. Image classification
C. OCR
D. Language translation
E. Facial analysis

Correct Answers

A. Object detection
B. Image classification
C. OCR
E. Facial analysis

Question 9

What does an Azure AI endpoint provide?

A. A network-accessible location for interacting with an AI service
B. A physical monitor connection
C. A database backup
D. A printer configuration

Correct Answer

A. A network-accessible location for interacting with an AI service

Question 10

Which AI workload is MOST associated with language translation?

A. Natural language processing
B. Regression
C. Forecasting
D. Clustering

Correct Answer

A. Natural language processing

Question 11

FILL IN THE BLANK

__________ identifies and locates objects within an image or video.

Correct Answer

Object detection

Question 12

A company wants an AI solution that can generate summaries of long documents.

Which AI capability should they use?

A. Text summarization
B. OCR
C. Regression
D. Forecasting

Correct Answer

A. Text summarization

Question 13

Which statement about multimodal AI models is TRUE?

A. They can process multiple content types such as text and images
B. They only process spreadsheets
C. They cannot analyze images
D. They only work with speech input

Correct Answer

A. They can process multiple content types such as text and images

Question 14

You are building an AI solution that extracts invoice numbers and due dates from scanned invoices.

Which technologies are MOST useful?

A. OCR and entity extraction
B. Forecasting and regression
C. Clustering and translation
D. Speech synthesis and object detection

Correct Answer

A. OCR and entity extraction

Question 15

MULTIPLE ANSWER

Which factors can reduce the accuracy of AI vision systems?

Select ALL that apply.

A. Poor lighting
B. Low-resolution images
C. Blurry images
D. Clear high-quality images
E. Obstructed objects

Correct Answers

A. Poor lighting
B. Low-resolution images
C. Blurry images
E. Obstructed objects

Question 16

Which Responsible AI principle focuses on ensuring AI systems work consistently and safely?

A. Reliability and safety
B. Transparency
C. Inclusiveness
D. Fairness

Correct Answer

A. Reliability and safety

Question 17

You deploy a model in Azure AI Foundry.

What is commonly required for applications to securely access the model?

A. Authentication credentials
B. A USB cable
C. A local printer
D. Spreadsheet macros

Correct Answer

A. Authentication credentials

Question 18

HOTSPOT / MATCHING

Match the workload to the correct scenario.

Options:

• Sentiment analysis
• Regression
• Object detection

Correct Answers

Question 19

Which AI capability generates written descriptions of images?

A. Image captioning
B. OCR
C. Regression
D. Translation

Correct Answer

A. Image captioning

Question 20

Which statement about hallucinations in generative AI is TRUE?

A. Hallucinations are always intentional
B. Hallucinations are fabricated or inaccurate outputs
C. Hallucinations improve model accuracy
D. Hallucinations only occur in image models

Correct Answer

B. Hallucinations are fabricated or inaccurate outputs

Question 21

A retailer wants to group shoppers based on purchasing patterns without predefined categories.

Which machine learning technique should be used?

A. Clustering
B. Classification
C. OCR
D. Regression

Correct Answer

A. Clustering

Question 22

MULTIPLE ANSWER

Which tasks are examples of information extraction?

Select ALL that apply.

A. Extracting names from documents
B. Reading text from images
C. Detecting keywords in audio
D. Predicting stock prices
E. Identifying invoice totals

Correct Answers

A. Extracting names from documents
B. Reading text from images
C. Detecting keywords in audio
E. Identifying invoice totals

Question 23

Which Responsible AI principle emphasizes that humans remain responsible for AI outcomes?

A. Accountability
B. Fairness
C. Inclusiveness
D. Reliability

Correct Answer

A. Accountability

Question 24

FILL IN THE BLANK

__________ converts written text into spoken audio.

Correct Answer

Speech synthesis

Question 25

Which AI capability would BEST help visually impaired users understand photos?

A. Image captioning
B. Regression
C. Clustering
D. Forecasting

Correct Answer

A. Image captioning

Question 26

A customer-service solution automatically identifies whether callers are angry or satisfied.

Which AI capability is being used?

A. Sentiment analysis
B. OCR
C. Image classification
D. Forecasting

Correct Answer

A. Sentiment analysis

Question 27

MULTIPLE ANSWER

Which are advantages of using cloud-based Azure AI services?

Select ALL that apply.

A. Scalability
B. Reduced infrastructure management
C. Access to pretrained models
D. Elimination of all AI errors
E. Faster deployment

Correct Answers

A. Scalability
B. Reduced infrastructure management
C. Access to pretrained models
E. Faster deployment

Question 28

You need an AI solution that can analyze both spoken words and visual content from videos.

Which type of AI system is MOST appropriate?

A. Multimodal AI
B. Regression-only AI
C. Clustering-only AI
D. Spreadsheet automation AI

Correct Answer

A. Multimodal AI

Question 29

Which statement about APIs in Azure AI solutions is TRUE?

A. APIs allow applications to communicate with AI services
B. APIs physically store images
C. APIs replace authentication
D. APIs only work offline

Correct Answer

A. APIs allow applications to communicate with AI services

Question 30

SCENARIO-BASED QUESTION

A healthcare organization wants an AI application that:

• Extracts text from medical forms
• Converts doctor dictation into text
• Identifies medical equipment in images
• Summarizes patient notes

Which AI capabilities are required?

A. OCR, speech recognition, object detection, and text summarization
B. Forecasting and clustering only
C. Regression and translation only
D. Speech synthesis only

Correct Answer

A. OCR, speech recognition, object detection, and text summarization

Explanation

The scenario requires multiple AI workloads:

• OCR for extracting text from forms
• Speech recognition for doctor dictation
• Object detection for medical equipment images
• Text summarization for patient notes

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