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Generative AI Interview Questions
Questions Answers Views Company eMail

What are some real-world applications of Generative AI?

40

What metrics do you use to evaluate the performance of a fine-tuned model?

27

What are the best practices for deploying Generative AI models in production?

39

How do you optimize LLMs for low-latency applications?

25

What challenges arise when scaling LLMs for large-scale usage?

57

How do you integrate Generative AI models with existing enterprise systems?

29

What is the role of containerization and orchestration in deploying LLMs?

32

What metrics are used to evaluate the quality of generative outputs?

28

How do you measure diversity and coherence in text generated by LLMs?

33

What is perplexity, and how does it relate to LLM performance?

49

How do you evaluate the impact of model updates on downstream applications?

24

How do foundation models support Generative AI systems?

38

What techniques can improve inference speed for LLMs?

30

How do you identify and mitigate bias in Generative AI models?

35

What is hallucination in LLMs, and how can it be controlled?

44


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Un-Answered Questions { Generative AI }

How can latency be reduced in LLM-based applications?

660


Can you explain reinforcement learning and its role in improving LLMs?

31


What are the key steps involved in fine-tuning language models?

31


What measures do you take to secure sensitive data during model training?

29


Why is security and governance critical when managing LLM applications?

36


Can you explain the difference between discriminative and generative models?

30


How can the costs of LLM inference and deployment be calculated and optimized?

617


What is reinforcement learning with human feedback (RLHF), and how is it applied?

38


How can Generative AI contribute to scientific research?

25


What factors should be considered when comparing small and large language models?

29


What are vector embeddings, and why are they important in LLMs?

36


What techniques can improve inference speed for LLMs?

30


How does transfer learning play a role in training LLMs?

26


How do you train a model for generating creative content, like poetry?

807


What does "accelerating AI functions" mean, and why is it important?

35