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.
| Use Case | Capability |
|---|---|
| Creating realistic AI-generated artwork | ? |
| Identifying the language of a sentence | ? |
| Extracting text from a passport image | ? |
Options:
- OCR
- Language detection
- Image generation
Correct Answers
| Use Case | Capability |
|---|---|
| Creating realistic AI-generated artwork | Image generation |
| Identifying the language of a sentence | Language detection |
| Extracting text from a passport image | OCR |
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.
| Workload | Example |
|---|---|
| Classification | ? |
| Speech synthesis | ? |
| Clustering | ? |
Options:
- Grouping similar customers
- Converting text into spoken audio
- Determining whether a loan is approved
Correct Answers
| Workload | Example |
|---|---|
| Classification | Determining whether a loan is approved |
| Speech synthesis | Converting text into spoken audio |
| Clustering | Grouping similar customers |
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
The Data Community 
One thought on “AI-901: Microsoft Azure AI Fundamentals – Practice Exam #4 (30 Questions)”