Question 1
In enterprise RAG, how should permissions affect retrieval?
Question 2
Which Microsoft Azure service is specifically designed for building, training, and deploying machine learning models?
Question 3
Which practice best guards against harmful hallucinations in LLM powered workflows that generate customer facing content?
Question 4
Which metric best measures agent workload without harming customer expirience for customer support chatbot?
Question 5
Which feature helps organizations track how Copilot is being used across Microsoft 365?
Question 6
A human in the loop review is required before AI generated medical advice is published. Which workflow most effectively enforces this control?
Question 7
In ResNet architectures, what problem do skip connections (residual connections) primarily address?
Question 8
An ML Ops engineer needs to detect data drift in a production model predicting loan default probability. Which approach best balances sensitivity and false alarms?
Question 9
The most effective mitigation against prompt injection in enterprise assistants is:
Question 10
When deploying an Azure Machine Learning model for real‑time inference, the recommended endpoint type is:
Question 11
Which metric is most appropriate for evaluating an imbalanced classification problem?
Question 12
What does the attention mechanism in transformer models primarily improve?
Question 13
What is overfitting in machine learning?
Question 14
What is the primary purpose of AutoML in Azure Machine Learning?
Question 15
For function calling/tool use, when is it preferable over pure text generation?
Question 16
Which Microsoft service provides access to OpenAI models (such as GPT-4) within the Azure infrastructure?
Question 17
In the context of reinforcement learning, what does the term “exploration vs. exploitation” refer to?
Question 18
How do temperature and top_p differ in decoding?
Question 19
Which AWS AI service automates computer vision tasks like object and scene detection without model training?
Question 20
Which of the following is a common evaluation metric for classification models?