Objective 1.019% of exam

Describe Artificial Intelligence workloads and considerations

AI-900 Practice Questions

This AI-900 domain covers foundational AI concepts: workloads such as computer vision, natural language processing, document intelligence, and generative AI, plus responsible AI principles like fairness, reliability, privacy, inclusiveness, transparency, and accountability. The exam tests these through scenario-based multiple-choice questions asking you to identify the correct workload type or responsible AI principle for a given business situation.

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What this objective tests

AI-900 Describe Artificial Intelligence workloads and considerations — Key Topics

Identify Azure AI workloads and apply Microsoft's six Responsible AI principles using tools like Azure AI Vision, Language, Document Intelligence, and Content Safety. Most critical: match each workload to its correct Azure service and flag fairness, privacy, or transparency risks.

Matching scenarios to Azure AI workloads: vision, language, document intelligence, generative AI
Identifying responsible AI principles: fairness, reliability and safety, privacy, inclusiveness, transparency, accountability
Recognizing Azure services like Azure AI Vision, Azure AI Language, and Azure OpenAI
Distinguishing AI workload categories from general data, analytics, or infrastructure services

Common exam traps

Where candidates lose marks on Describe Artificial Intelligence workloads and considerations

⚠Confusing Azure AI Language with Azure AI Vision when a scenario involves extracting meaning from text versus images.
⚠Mixing up transparency and accountability: transparency means explaining AI decisions, accountability means people remain responsible.
⚠Assuming any automation or analytics feature counts as AI, when the exam expects a specific cognitive workload category.

AI-900 Describe Artificial Intelligence workloads and considerations — Practice Questions

30 questions from this objective · 19% of your AI-900 exam

Question 2mediummultiple choice

Describe Artificial Intelligence workloads and considerations

AI-900 Describe Artificial Intelligence workloads and considerations — Key Topics

Where candidates lose marks on Describe Artificial Intelligence workloads and considerations

AI-900 Describe Artificial Intelligence workloads and considerations — Practice Questions

A city deploys an AI-powered kiosk to help residents access government services. The kiosk uses a voice interface only, without any text or screen reader support. Which Microsoft responsible AI principle is most directly being ignored?

Which AI workload type attempts to predict a continuous numeric value based on input features?

What is 'sentiment analysis' used for in business applications?

A marketing team wants an AI solution that automatically generates short promotional captions for product photos and translates those captions into several languages for regional campaigns. Which type of AI workload do these two capabilities represent?

A bank is developing an AI system to automatically approve personal loans. To ensure the system does not discriminate against any group of applicants, which Microsoft responsible AI principle should the bank primarily focus on?

A data scientist is training a credit risk model and wants to use Azure Machine Learning's Responsible AI dashboard to identify if the model is biased against a certain demographic group. Which component of the dashboard should they use to evaluate this?

A financial services company uses an AI system to recommend personalized investment portfolios. A customer requests an explanation of why a particular investment was recommended. Which Microsoft responsible AI principle is primarily focused on ensuring the company can provide this explanation?

A global e-commerce company develops a chatbot to assist customers in multiple languages. The chatbot uses text-based responses. To ensure it serves diverse populations fairly, which Microsoft responsible AI principle should they prioritize?

A company develops an AI-powered virtual assistant for customer service. To ensure the assistant can be used by people with visual impairments, the team integrates screen reader compatibility. Which Microsoft responsible AI principle is most directly addressed by this action?

All AI-900 Objectives

Describe Artificial Intelligence workloads and considerations

AI-900 Describe Artificial Intelligence workloads and considerations — Key Topics

Where candidates lose marks on Describe Artificial Intelligence workloads and considerations

AI-900 Describe Artificial Intelligence workloads and considerations — Practice Questions

A city deploys an AI-powered kiosk to help residents access government services. The kiosk uses a voice interface only, without any text or screen reader support. Which Microsoft responsible AI principle is most directly being ignored?

Which AI workload type attempts to predict a continuous numeric value based on input features?

What is 'sentiment analysis' used for in business applications?

A marketing team wants an AI solution that automatically generates short promotional captions for product photos and translates those captions into several languages for regional campaigns. Which type of AI workload do these two capabilities represent?

A bank is developing an AI system to automatically approve personal loans. To ensure the system does not discriminate against any group of applicants, which Microsoft responsible AI principle should the bank primarily focus on?

A data scientist is training a credit risk model and wants to use Azure Machine Learning's Responsible AI dashboard to identify if the model is biased against a certain demographic group. Which component of the dashboard should they use to evaluate this?

A financial services company uses an AI system to recommend personalized investment portfolios. A customer requests an explanation of why a particular investment was recommended. Which Microsoft responsible AI principle is primarily focused on ensuring the company can provide this explanation?

A global e-commerce company develops a chatbot to assist customers in multiple languages. The chatbot uses text-based responses. To ensure it serves diverse populations fairly, which Microsoft responsible AI principle should they prioritize?

A company develops an AI-powered virtual assistant for customer service. To ensure the assistant can be used by people with visual impairments, the team integrates screen reader compatibility. Which Microsoft responsible AI principle is most directly addressed by this action?

All AI-900 Objectives