Microsoft Azure AI Fundamentals Intermediate Practice Exam: Medium Difficulty 2025

A healthcare company is developing an AI system to assist radiologists in detecting tumors from medical images. The system will provide recommendations, but radiologists will make the final diagnosis. Which two AI principles should be prioritized to ensure the system is deployed responsibly?

A retail company wants to predict customer churn based on historical purchase data, browsing behavior, and customer service interactions. They have labeled data indicating which customers churned in the past. Which machine learning approach and Azure service combination would be most appropriate?

You are evaluating a machine learning model for credit approval. The confusion matrix shows: True Positives = 850, False Positives = 50, True Negatives = 800, False Negatives = 300. The business is most concerned about approving loans to applicants who will default. Which metric should you prioritize, and what does the current model indicate?

A manufacturing company wants to implement a quality control system that identifies defective products on an assembly line using cameras. They have very few images of defective products but thousands of images of normal products. What Azure Computer Vision approach would be most effective?

A logistics company wants to automatically extract shipment numbers, dates, and addresses from various shipping documents (invoices, bills of lading, customs forms) received in different formats. The documents may be scanned images or PDFs. Which Azure AI service and approach would be most suitable?

You are building a customer service chatbot using Azure Bot Service and Language Service. The bot needs to understand user intent, extract key information, and route complex issues to human agents. The bot should also maintain conversation context across multiple turns. Which Azure Language Service capabilities should you combine?

A global e-commerce company receives customer reviews in multiple languages and wants to analyze sentiment and identify common product issues. They need to process reviews in French, Spanish, Japanese, and English. What is the most efficient Azure approach?

A legal firm wants to implement a system that can answer questions about their internal knowledge base of legal documents and precedents. The system should provide answers with citations to source documents. They want to minimize development effort. Which Azure solution would best meet these requirements?

Your company is implementing Azure OpenAI Service for content generation. You are concerned about the model generating inappropriate content, biased outputs, or disclosing sensitive information from training data. Which combination of responsible AI practices should you implement?

A marketing team wants to use generative AI to create personalized email campaigns. They plan to use customer data (purchase history, preferences) as context in prompts to Azure OpenAI. What privacy and security considerations should be prioritized?