Generative AI & LLM Interview Questions
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Generative AI & LLM Interview Questions
500+ Real-Time Questions, Answers & Scenarios on Transformers, Prompt Engineering, RAG & AI Safety
Prepare confidently for your next AI or LLM interview with this ultimate, real-world Q&A guide. Covering 500+ interview questions with detailed answers, this book takes you from the core architecture of Transformers and Attention to advanced concepts like Fine-Tuning, Retrieval-Augmented Generation (RAG), and Responsible AI.
Each question is designed from real industry interviews, helping you master both theory and hands-on application. Learn how to design, deploy, and troubleshoot Generative AI systems, handle model hallucinations, and explain AI ethics and safety confidently.
Perfect for AI Engineers, Data Scientists, and MLOps Professionals, this book bridges the gap between academic concepts and practical interview success.
🚀 Ace your Generative AI & LLM interviews with real-time examples, project-based questions, and step-by-step explanations—all in one complete 2025-ready guide.
Original price was: ₹699.00.₹350.00Current price is: ₹350.00.
Generative AI & LLM Interview Questions
Instant Download
Access for all devices
Secure payments
Limited Time Offer
Generative AI & LLM Interview Questions
500+ Real-Time Questions, Answers & Scenarios on Transformers, Prompt Engineering, RAG & AI Safety
Prepare confidently for your next AI or LLM interview with this ultimate, real-world Q&A guide. Covering 500+ interview questions with detailed answers, this book takes you from the core architecture of Transformers and Attention to advanced concepts like Fine-Tuning, Retrieval-Augmented Generation (RAG), and Responsible AI.
Each question is designed from real industry interviews, helping you master both theory and hands-on application. Learn how to design, deploy, and troubleshoot Generative AI systems, handle model hallucinations, and explain AI ethics and safety confidently.
Perfect for AI Engineers, Data Scientists, and MLOps Professionals, this book bridges the gap between academic concepts and practical interview success.
🚀 Ace your Generative AI & LLM interviews with real-time examples, project-based questions, and step-by-step explanations—all in one complete 2025-ready guide.
Original price was: ₹699.00.₹350.00Current price is: ₹350.00.
Description
500+ Real-Time Questions, Answers & Scenarios on LLMs, Prompt Engineering, RAG, and AI Ethics
Are you preparing for a Generative AI, LLM, or AI Engineering interview?
This book is your complete end-to-end guide, packed with real-world interview questions, in-depth answers, and practical examples designed for modern AI roles across startups, enterprises, and research-driven organizations.
With 500 carefully curated questions and answers, this book covers everything from Transformer architecture and attention mechanisms to prompt engineering, fine-tuning strategies, Retrieval-Augmented Generation (RAG), hallucination handling, and AI safety.
🌟 Why This Book?
Generative AI is reshaping industries — from coding assistants to chatbots and AI agents. But interview questions in this space are fragmented, confusing, and constantly evolving.
This guide brings clarity, structure, and real-time scenarios to help you crack even the toughest AI and LLM interviews.
📘 What You’ll Learn Inside
🔹 Fundamentals of Generative AI & LLMs
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Understanding Transformers, Attention, and Tokenization
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Key concepts: Embeddings, Context Windows, Inference, and Decoding
🔹 Prompt Engineering Mastery
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System prompts, temperature, few-shot & zero-shot learning
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Building effective prompts for coding, text, and decision-making use cases
🔹 Fine-Tuning & Model Optimization
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Transfer learning, LoRA, PEFT, and model compression techniques
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Best practices for adapting open-source models (LLaMA, Falcon, Mistral, etc.)
🔹 Retrieval-Augmented Generation (RAG)
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Building intelligent chatbots with knowledge retrieval
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Vector databases, embeddings, and retrieval pipelines explained
🔹 Model Evaluation, Safety & Ethics
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Hallucination detection, bias handling, and explainability
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Responsible AI principles, governance, and safety in deployment
🔹 Real-Time Interview Scenarios & Hands-On Questions
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50+ scenario-based questions from real AI projects
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Troubleshooting steps and architecture discussions
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Cloud deployment, scaling, and cost optimization for LLM workloads
🧩 Who This Book Is For
✅ AI / ML Engineers
✅ Data Scientists
✅ AI Product Developers
✅ MLOps / DevOps Engineers integrating LLMs
✅ Students & Professionals transitioning into Generative AI roles
Whether you’re facing a technical deep-dive interview or a real-world system design round, this book will equip you with the clarity and confidence to answer like a pro.
💡 Bonus Section
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Latest interview trends (2025) in AI & LLM roles
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Real-time project-based Q&A (ChatGPT, Claude, Gemini, LLaMA)
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Troubleshooting and optimization checklists
🏆 Why Readers Love It
“It’s like having an AI mentor walk you through real interview questions step by step.”
“Finally, a book that connects theory, coding, and real-time LLM applications.”
📘 Be ready. Be confident. Be future-proof.
Master Generative AI interviews with 500+ practical questions, real-time scenarios, and hands-on guidance.
26 reviews for Generative AI & LLM Interview Questions
| 5 star | 76% | |
| 4 star | 23% | |
| 3 star | 0% | |
| 2 star | 0% | |
| 1 star | 0% |
John Smith –
Excellent resource for AI and LLM interview prep. Real-time scenarios were super helpful.
Ananya Sharma –
Comprehensive and detailed questions. Helped me understand tricky AI concepts.
Michael Brown –
Good coverage but some questions felt repetitive. Still useful overall.
Priya Verma –
Very well-structured, examples made learning much easier.
Liam Johnson –
Helpful for real-time interview scenarios. Loved the troubleshooting tips.
Rahul Gupta –
Nice questions but could include more advanced LLM topics.
Emily Davis –
Perfect for preparing for generative AI interviews. Highly recommended.
Aarav Singh –
Concise and practical. Loved the examples.
Charlotte Wilson –
Some questions were too basic but overall good coverage.
Saanvi Patel –
Great insights into AI interview preparation, very structured.
Oliver Martinez –
Extremely helpful for beginners and intermediate level.
Neha Reddy –
Love the real-time examples. Made the concepts click.
James Taylor –
Very detailed questions. Helped in interview confidence.
Divya Nair –
Good content but some questions could be updated for 2025 trends.
William Lee –
Excellent resource for mastering LLM interview prep.
Ishaan Mehta –
Real-world scenarios helped me a lot. Worth the purchase.
Sophia Anderson –
Some topics could be explained more clearly, but still helpful.
Arjun Khanna –
Very practical questions and examples for AI interviews.
Mia Robinson –
High-quality content. Good mix of AI and LLM questions.
Anjali Sharma –
Helpful for quick prep, covers most topics well.
Ethan Harris –
Excellent explanation of concepts and practical tips.
Riya Kapoor –
Very useful for generative AI job interviews. Recommended.
Noah Clark –
Good collection of questions, a few could be more challenging.
Shreya Jain –
Extremely helpful for both freshers and experienced professionals.
Luke Wilson –
Well-organized content. Loved the step-by-step explanations.
Aditi Singh –
Very informative. Helped me crack my AI interview.