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

Why is security and governance critical when managing LLM applications?

How do AI agents function in orchestration, and why are they significant for LLM apps?

How can data governance be centralized in an LLM ecosystem?

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

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

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

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

630

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

600

What strategies can alleviate biases in LLM outputs?

603

Why is building a strong data foundation crucial for Generative AI initiatives?

566

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

456

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

613

What is context retrieval, and why is it important in LLM applications?

536

How can LLM hallucinations be identified and managed effectively?

564

Un-Answered Questions { Generative AI }

How can Generative AI create value for enterprises?

Why is security and governance critical when managing LLM applications?

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

What is the role of containerization and orchestration in deploying LLMs?

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

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

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

What factors should be considered when comparing small and large language models?

What strategies can simplify LLM development and deployment?

674

How can organizations identify business problems suitable for Generative AI?

Explain the importance of tokenization in LLMs.

Explain positional encodings in Transformer models.

How do you incorporate user feedback into Generative AI systems?

655

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

894

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

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