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Generative AI Interview Questions
Questions Answers Views Company eMail

What is the most innovative Generative AI project you have contributed to?

38

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

29

Explain positional encodings in Transformer models.

28

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

1133

How do you implement beam search for text generation?

797

What are the differences between encoder-only, decoder-only, and encoder-decoder architectures?

892

What is the importance of attention mechanisms in LLMs?

1111

How does masking work in Transformer models?

711

How would you design a domain-specific chatbot using LLMs?

696

What steps would you take to build a recommendation system with Generative AI?

1162

How do you incorporate user feedback into Generative AI systems?

653

What techniques would you use to summarize legal documents?

708

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

807

How do you handle conflicts in an AI team?

668

How do you ensure knowledge sharing within your team?

689


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Un-Answered Questions { Generative AI }

Explain the concepts of pretraining and fine-tuning in LLMs.

34


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

31


What are some best practices for crafting effective prompts?

28


How do generative adversarial networks (GANs) work?

28


How do you prevent overfitting during fine-tuning?

62


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

38


What are the differences between encoder-only, decoder-only, and encoder-decoder architectures?

892


How do you balance innovation with practical business constraints?

35


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

26


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

617


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

35


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

31


What are some real-world applications of Generative AI?

40


How can organizations identify business problems suitable for Generative AI?

31


How does a cloud data platform help in managing Gen AI projects?

31