Generative AI Interview Questions, Answers for Freshers and Experienced asked in various Company Job Interviews

Generative AI Interview Questions

Questions Answers Views Company eMail

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

How do you design prompts for generating specific outputs?

What are some best practices for crafting effective prompts?

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

Can you explain the difference between discriminative and generative models?

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

Why is data quality critical in Generative AI projects?

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

What techniques are used for handling noisy or incomplete data?

Explain the importance of tokenization in LLMs.

What is the role of vector embeddings in Generative AI?

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

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

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

How do you prevent overfitting during fine-tuning?

Un-Answered Questions { Generative AI }

What techniques are used for handling noisy or incomplete data?

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

How can organizations create a culture of collaboration around Generative AI projects?

454

What is a vector database, and how is it used in LLM applications?

What strategies can be used to adapt LLMs to a specific use case?

What strategies can simplify LLM development and deployment?

672

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

696

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

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

Explain positional encodings in Transformer models.

What are the privacy implications of using large datasets for Generative AI?

What motivates you to work in the field of Generative AI?

820

What techniques are used in Generative AI for image generation?

How do you prevent unauthorized access to deployed Generative AI models?

How can Generative AI be used for text summarization?

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