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Generative AI Interview Questions
Questions Answers Views Company eMail

What are some real-world applications of Generative AI?

42

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?

41

How do you optimize LLMs for low-latency applications?

29

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?

34

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

30

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?

40

What techniques can improve inference speed for LLMs?

33

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

39

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

44


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Un-Answered Questions { Generative AI }

What techniques are used for handling noisy or incomplete data?

32


What distinguishes general-purpose LLMs from task-specific and domain-specific LLMs?

40


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

31


How can LLM hallucinations be identified and managed effectively?

563


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

29


Can you explain the key technologies and principles behind LLMs?

36


What steps are involved in defining the use case and scope of an LLM project?

33


What is Generative AI, and how does it differ from traditional AI models?

34


Why is it essential to observe copyright laws in LLM applications?

697


How does multimodal AI enhance Generative AI applications?

32


How does transfer learning play a role in training LLMs?

26


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

810


What are Large Language Models (LLMs), and how do they relate to foundation models?

51


What are prompt engineering techniques, and how can they improve LLM outputs?

34


How do you ensure collaboration between data scientists and software engineers?

33