Microsoft Azure AI Fundamentals (AI-900) Exam 2026 actual questions
and well detailed answers
Question 1
Which AI workload is used to predict continuous numerical values based on
historical data points, such as forecasting house prices or monthly sales
revenue?
• A. Classification
• B. Regression
• C. Anomaly Detection
• D. Clustering
• Correct Answer: B
• Explanation: Regression is a machine learning technique used to predict
continuous numerical outputs.
Question 2
What type of AI workload is used to identify unusual patterns, rare events, or
outliers in credit card transactions to flag potential fraudulent activity?
• A. Computer Vision
• B. Anomaly Detection
• C. Natural Language Processing
• D. Speech Recognition
• Correct Answer: B
• Explanation: Anomaly detection identifies data points that deviate
significantly from the norm.
Question 3
Which guiding principle of Responsible AI ensures that AI systems treat all
people fairly without bias or discrimination?
• A. Privacy and Security
,Microsoft Azure AI Fundamentals (AI-900) Exam 2026 actual questions
and well detailed answers
• B. Fairness
• C. Transparency
• D. Accountability
• Correct Answer: B
• Explanation: Fairness ensures that AI systems provide equitable outcomes
for all groups of people.
Question 4
What is the primary purpose of the "Reliability and Safety" principle in
Microsoft's Responsible AI framework?
• A. To ensure that AI systems perform dependably, safely, and securely
without causing unintended harm.
• B. To make sure that all model code is open-source.
• C. To guarantee that customer data is permanently deleted after 30 days.
• D. To minimize the financial cost of cloud server maintenance.
• Correct Answer: A
• Explanation: Reliability and safety ensure that systems behave robustly and
securely under various operational conditions.
Question 5
Which principle of Responsible AI requires that users understand how an AI
system makes decisions and what data was used to train it?
• A. Inclusiveness
• B. Transparency
• C. Accountability
• D. Reliability
• Correct Answer: B
, Microsoft Azure AI Fundamentals (AI-900) Exam 2026 actual questions
and well detailed answers
• Explanation: Transparency provides openness so stakeholders understand
how and why an AI model reaches its conclusions.
Question 6
What is the goal of the "Inclusiveness" principle in Responsible AI design?
• A. To empower everyone and engage diverse communities so that AI
solutions benefit all parts of society, including those with disabilities.
• B. To restrict system access to certified software engineers only.
• C. To lock users into a single proprietary software ecosystem.
• D. To maximize corporate profit margins.
• Correct Answer: A
• Explanation: Inclusiveness ensures AI applications are accessible and
beneficial to people across diverse backgrounds and physical abilities.
Question 7
Which AI workload involves analyzing text documents to extract keywords,
entities, language detection, and sentiment polarity?
• A. Computer Vision
• B. Natural Language Processing (NLP)
• C. Robotic Process Automation
• D. Generative Adversarial Networks
• Correct Answer: B
• Explanation: NLP deals with processing, understanding, and extracting
insights from human text and speech.
Question 8
Why is data privacy considered a critical consideration when building AI models
in the cloud?
and well detailed answers
Question 1
Which AI workload is used to predict continuous numerical values based on
historical data points, such as forecasting house prices or monthly sales
revenue?
• A. Classification
• B. Regression
• C. Anomaly Detection
• D. Clustering
• Correct Answer: B
• Explanation: Regression is a machine learning technique used to predict
continuous numerical outputs.
Question 2
What type of AI workload is used to identify unusual patterns, rare events, or
outliers in credit card transactions to flag potential fraudulent activity?
• A. Computer Vision
• B. Anomaly Detection
• C. Natural Language Processing
• D. Speech Recognition
• Correct Answer: B
• Explanation: Anomaly detection identifies data points that deviate
significantly from the norm.
Question 3
Which guiding principle of Responsible AI ensures that AI systems treat all
people fairly without bias or discrimination?
• A. Privacy and Security
,Microsoft Azure AI Fundamentals (AI-900) Exam 2026 actual questions
and well detailed answers
• B. Fairness
• C. Transparency
• D. Accountability
• Correct Answer: B
• Explanation: Fairness ensures that AI systems provide equitable outcomes
for all groups of people.
Question 4
What is the primary purpose of the "Reliability and Safety" principle in
Microsoft's Responsible AI framework?
• A. To ensure that AI systems perform dependably, safely, and securely
without causing unintended harm.
• B. To make sure that all model code is open-source.
• C. To guarantee that customer data is permanently deleted after 30 days.
• D. To minimize the financial cost of cloud server maintenance.
• Correct Answer: A
• Explanation: Reliability and safety ensure that systems behave robustly and
securely under various operational conditions.
Question 5
Which principle of Responsible AI requires that users understand how an AI
system makes decisions and what data was used to train it?
• A. Inclusiveness
• B. Transparency
• C. Accountability
• D. Reliability
• Correct Answer: B
, Microsoft Azure AI Fundamentals (AI-900) Exam 2026 actual questions
and well detailed answers
• Explanation: Transparency provides openness so stakeholders understand
how and why an AI model reaches its conclusions.
Question 6
What is the goal of the "Inclusiveness" principle in Responsible AI design?
• A. To empower everyone and engage diverse communities so that AI
solutions benefit all parts of society, including those with disabilities.
• B. To restrict system access to certified software engineers only.
• C. To lock users into a single proprietary software ecosystem.
• D. To maximize corporate profit margins.
• Correct Answer: A
• Explanation: Inclusiveness ensures AI applications are accessible and
beneficial to people across diverse backgrounds and physical abilities.
Question 7
Which AI workload involves analyzing text documents to extract keywords,
entities, language detection, and sentiment polarity?
• A. Computer Vision
• B. Natural Language Processing (NLP)
• C. Robotic Process Automation
• D. Generative Adversarial Networks
• Correct Answer: B
• Explanation: NLP deals with processing, understanding, and extracting
insights from human text and speech.
Question 8
Why is data privacy considered a critical consideration when building AI models
in the cloud?
