Generative AI Interview Questions
Questions Answers Views Company eMail

What are some real-world applications of Generative AI?

23

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

20

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

29

How do you optimize LLMs for low-latency applications?

17

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

21

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

21

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

16

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

20

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

20

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

26

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

20

How do foundation models support Generative AI systems?

20

What techniques can improve inference speed for LLMs?

18

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

27

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

28


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Un-Answered Questions { Generative AI }

How do you approach working with incomplete or ambiguous requirements?

817


How do you approach learning a new AI framework or technology?

23


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

606


What is the importance of attention mechanisms in LLMs?

780


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

26


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

24


What are the challenges of using large datasets in LLM training?

747


How do you balance transparency and performance in Generative AI systems?

24


How do you ensure Generative AI outputs comply with copyright laws?

16


Can you describe a challenging Generative AI project you worked on?

15


What is the role of vector embeddings in Generative AI?

17


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

20


How do foundation models support Generative AI systems?

20


How do you ensure knowledge sharing within your team?

677


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

19