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Generative AI Interview Questions
Questions Answers Views Company eMail

What is prompt engineering, and why is it important for Generative AI models?

56

How do you design prompts for generating specific outputs?

49

What are some best practices for crafting effective prompts?

46

How do few-shot and zero-shot learning influence prompt engineering?

43

Can you explain the difference between discriminative and generative models?

46

Can you provide examples of how to structure prompts for a given use case?

63

Why is data quality critical in Generative AI projects?

42

How do you prepare and clean data for training a generative model?

45

What techniques are used for handling noisy or incomplete data?

42

Explain the importance of tokenization in LLMs.

72

What is the role of vector embeddings in Generative AI?

38

What are the benefits and challenges of fine-tuning a pre-trained model?

51

How do you decide whether to fine-tune or train a model from scratch?

47

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

51

How do you prevent overfitting during fine-tuning?

79


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Un-Answered Questions { Generative AI }

Why is security and governance critical when managing LLM applications?

54


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

912


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

51


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

61


What are the limitations of current Generative AI models?

43


Can you explain the concept of feature injection and its role in LLM workflows?

642


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

824


How can organizations identify business problems suitable for Generative AI?

51


This list covers a wide spectrum of topics, ensuring readiness for interviews in Generative AI roles.

1101


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

37


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

48


How do you ensure compatibility between Generative AI models and other AI systems?

37


What key terms and concepts should one understand when working with LLMs?

54


How do you manage context across multiple turns in conversational AI?

53


How do you handle setbacks in AI research and development?

46