Question 1
Which of the following is NOT a common technique used in Natural Language Processing (NLP) for text preprocessing?
Question 2
In AWS SageMaker, which feature allows training models without manual server setup?
Question 3
A marketing team wants to use AI to segment customers by behaviour while complying with privacy laws. Which first step balances value and compliance?
Question 4
Which of the following techniques are used to optimize model size and speed? (Choose 2)
Question 5
Which AWS services are commonly used together in a RAG architecture?
Question 6
Which technique is most effective for reducing overfitting in deep neural networks?
Question 7
Which algorithm is commonly used for training deep neural networks?
Question 8
Which technique is used to ensure reproducibility in ML experiments?
Question 9
Which Microsoft tool helps govern and protect AI-generated data in Microsoft 365?
Question 10
What is a key risk associated with deploying AI models in production without continuous monitoring?
Question 11
Which monitoring signal best indicates policy‑risk in outputs?
Question 12
Which metric best measures agent workload without harming customer expirience for customer support chatbot?
Question 13
What is the main advantage of using transfer learning in AI models?
Question 14
What does the term "RAG" (Retrieval-Augmented Generation) describe?
Question 15
Which failure mode is common in naïve RAG deployments?
Question 16
Which process is used to adapt an already trained model with specific data for a niche?
Question 17
What does the vanishing gradient problem affect most?
Question 18
In enterprise RAG, how should permissions affect retrieval?
Question 19
What is a practical symptom of exceeding the context window in long conversations?
Question 20
Which metrics are crucial for evaluating the performance of a classification model? (Choose 2)