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Generative AI Interview Questions
Questions Answers Views Company eMail

What are some real-world applications of Generative AI?

54

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

37

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

51

How do you optimize LLMs for low-latency applications?

41

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

69

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

43

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

43

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

40

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

43

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

61

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

35

How do foundation models support Generative AI systems?

54

What techniques can improve inference speed for LLMs?

45

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

49

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

52


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Un-Answered Questions { Generative AI }

How do you ensure knowledge sharing within your team?

702


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

40


Explain positional encodings in Transformer models.

39


How do generative adversarial networks (GANs) work?

38


What are pretrained models, and how do they work?

42


What techniques would you use to summarize legal documents?

716


What are some techniques to improve LLM performance for specific use cases?

41


Explain the importance of tokenization in LLMs.

68


Why is specialized hardware important for LLM applications, and how can it be allocated effectively?

48


What is semantic caching, and how does it improve LLM app performance?

50


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

822


How do you ensure ethical considerations are addressed in your work?

40


How does multimodal AI enhance Generative AI applications?

42


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

45


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

52