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.
| Capability | Output |
|---|---|
| Speech synthesis | ? |
| OCR | ? |
| Sentiment analysis | ? |
Options:
- Emotional tone
- Spoken audio
- Extracted text
Correct Answers
| Capability | Output |
|---|---|
| Speech synthesis | Spoken audio |
| OCR | Extracted text |
| Sentiment analysis | Emotional tone |
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.
| Scenario | Workload |
|---|---|
| Predicting future sales revenue | ? |
| Detecting emotions in reviews | ? |
| Identifying products in store images | ? |
Options:
- Sentiment analysis
- Regression
- Object detection
Correct Answers
| Scenario | Workload |
|---|---|
| Predicting future sales revenue | Regression |
| Detecting emotions in reviews | Sentiment analysis |
| Identifying products in store images | Object detection |
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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