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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 }

How do you stay updated with the latest research in Generative AI?

40


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

51


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

1178


What techniques are used for handling noisy or incomplete data?

42


What is the role of multi-agent systems in Generative AI?

43


What techniques can improve inference speed for LLMs?

49


What are diffusion models, and how do they differ from GANs?

52


How can latency be reduced in LLM-based applications?

672


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

50


How do foundation models support Generative AI systems?

56


What factors should be considered when selecting a data platform for Generative AI?

45


How do you optimize LLMs for low-latency applications?

43


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

63


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

712


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

37