Question 1
Which Microsoft service provides access to OpenAI models (such as GPT-4) within the Azure infrastructure?
Question 2
Which technique is most effective for reducing overfitting in deep neural networks?
Question 3
Which of the following is a common evaluation metric for classification models?
Question 4
Which statement about system prompts vs. user prompts is accurate?
Question 5
On AWS, which architecture us mos appropriate for scalable low latency RAG application over internal knowledge bases?
Question 6
What control most effectively reduces privacy risk while preserving utility when fine tuning a LLM with customer emails that include personal data?
Question 7
Which Microsoft service is primarily responsible for enforcing data security and compliance for Copilot in Microsoft 365?
Question 8
What is the main role of Microsoft Graph in Copilot for Microsoft 365?
Question 9
What’s the safest stance on chain‑of‑thought (CoT) for enterprise users?
Question 10
Which AWS component enables scalable real-time inference?
Question 11
In supervised learning, what is the primary purpose of a validation dataset?
Question 12
Which metrics are crucial for evaluating the performance of a classification model? (Choose 2)
Question 13
Reinforcement learning requires a reward signal to guide learning.
Question 14
The most effective mitigation against prompt injection in enterprise assistants is:
Question 15
In a Retrieval-Augmented Generation (RAG) setup, which chunking strategy most often improves fact recall without excessive context drift?
Question 16
When deploying LLMs in production, which techniques are most effective at mitigating hallucinations without retraining the base model?
Question 17
Which statements about Parameter-Efficient Fine-Tuning (PEFT) methods like LoRA are correct?
Question 18
Which of the following is a popular deep learning framework?
Question 19
When comparing temperature vs. deterministic decoding (e.g., greedy), which trade‑off is accurate?
Question 20
What is the purpose of the softmax function in neural networks?