Generative AI Optimization

You are fine-tuning a model on Azure OpenAI and notice the training loss curve is fluctuating significantly. What is the most likely cause?

Which parameter in the Azure OpenAI API should be adjusted to make the model's output more deterministic and repeatable?

To optimize costs for an enterprise chatbot, you want to implement token usage monitoring. Which Azure service should you integrate to track token consumption per user?

You are optimizing a long-context application. Which technique is most effective for reducing context window costs in Azure OpenAI?

Your Azure OpenAI deployment is experiencing high latency during peak hours. You observe that input tokens are consistently high. Which strategy is most effective for reducing latency while maintaining quality?

Which feature in Azure OpenAI allows you to reserve throughput for a consistent user experience during high demand?

You notice that your fine-tuned model is 'forgetting' base capabilities after training on a small dataset. What strategy should you use to mitigate this?

You are configuring a chat application. What is the benefit of enabling streaming in the Azure OpenAI API?

You are debugging a prompt that is performing poorly on edge cases. You decide to use a 'Chain-of-Thought' approach. Why does this improve performance?

Which technique is most appropriate for optimizing RAG performance when the vector database returns too much noisy information?

You want to evaluate your prompt engineering changes quantitatively. Which method is most reliable for comparing two prompt versions?

An application is hitting rate limits on the Azure OpenAI service. Which action is the most standard approach for handling this in production?

You are optimizing a model for a specific domain language. Which fine-tuning approach minimizes cost while maximizing domain adaptation?

You notice your model is outputting redundant information. Which parameter specifically targets the penalty for repeating tokens?

You have a large set of documents for a RAG system. How should you optimize retrieval speed?

A user wants to restrict the model's output to valid JSON format. What is the most effective way to ensure this?

Which THREE factors contribute to increased latency in an LLM application?

Which TWO techniques should you use to improve the accuracy of a RAG pipeline?

Which THREE steps are necessary to successfully fine-tune an Azure OpenAI model?

Which TWO of the following are effective ways to reduce hallucination?

Which cost-tracking tool in the Azure portal allows you to view usage by specific Azure OpenAI deployments?

You are optimizing prompt latency by reducing tokens. Which of the following is the most effective way to reduce input token count for a recurring task?

Which TWO of the following strategies are commonly used to optimize for cost in Generative AI?

Which THREE parameters directly affect the output structure or style of an LLM response?

Which THREE metrics are critical for monitoring a production Generative AI system?

Which TWO methods are best for debugging an LLM pipeline that fails on complex queries?