Question 1
Which transformer feature enables handling long-range dependencies?
Question 2
In structured prompting, what increases reliability when requesting JSON?
Question 3
What is the main advantage of using transformers in NLP?
Question 4
What is the role of Azure OpenAI Service?
Question 5
Which Azure tool supports fairness and explainability analysis?
Question 6
Which security concern is most important when enabling AI tools for users?
Question 7
What is a common challenge when deploying LLM-based applications in production?
Question 8
Which monitoring signal best indicates policy‑risk in outputs?
Question 9
Which factors influence token costs when using Large Language Models? (Choose 2)
Question 10
Reinforcement learning requires a reward signal to guide learning.
Question 11
Which evaluation approach best measures factual faithfulness of AI summaries?
Question 12
In Microsoft Azure, which service best supports retrieval augmented generation for enterprise documents with minimal ops burden?
Question 13
A human in the loop review is required before AI generated medical advice is published. Which workflow most effectively enforces this control?
Question 14
What does Microsoft recommend to control access to AI features like Copilot?
Question 15
Which AWS service is MOST appropriate for adding conversational AI (chatbots) to applications?
Question 16
What is the primary purpose of Microsoft Copilot for Microsoft 365?
Question 17
Which Microsoft solution provides audit and activity logs for AI usage?
Question 18
Which Azure AI feature enables responsible AI practices such as model explainability and fairness assessment?
Question 19
In Azure AI, which service is BEST suited for building, training, and deploying custom machine learning models at scale?
Question 20
What is a key benefit of using AI in IT operations (AIOps)?
