Generative AI Interview Questions
Questions Answers Views Company eMail

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

20

How do you design prompts for generating specific outputs?

23

What are some best practices for crafting effective prompts?

18

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

21

Can you explain the difference between discriminative and generative models?

18

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

30

Why is data quality critical in Generative AI projects?

18

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

17

What techniques are used for handling noisy or incomplete data?

22

Explain the importance of tokenization in LLMs.

25

What is the role of vector embeddings in Generative AI?

17

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

23

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

21

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

32

How do you prevent overfitting during fine-tuning?

27


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Un-Answered Questions { Generative AI }

What are the risks of using open-source Generative AI models?

18


What are the key steps involved in deploying LLM applications into containers?

25


What is a Large Language Model (LLM), and how does it work?

33


What are the risks of using open-source LLMs, and how can they be mitigated?

600


How does learning from context enhance the performance of LLMs?

26


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

34


How can Generative AI be used for text summarization?

19


How do you ensure compliance with industry regulations in AI projects?

40


How can Generative AI create value for enterprises?

25


What are the best practices for integrating LLM apps with existing data?

587


How does masking work in Transformer models?

698


What are prompt engineering techniques, and how can they improve LLM outputs?

22


What strategies can alleviate biases in LLM outputs?

593


What are the key steps in building a chatbot using LLMs?

32


How do you select the right model architecture for a specific Generative AI application?

20