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Generative AI is no longer just about using tools like ChatGPT, DALL·E, Copilot, Veo, or Sora—it’s about understanding how these systems actually work, which is exactly what interviewers test today. In this video, we cover the most important Generative AI interview questions, structured across three levels: Easy, Intermediate, and Hard, to help you progress from core fundamentals to production-grade AI systems. You’ll learn what Generative AI is, how it differs from traditional AI, key concepts like neural networks, Transformers, attention, tokenization, and Large Language Models, and how models such as GANs, VAEs, and Diffusion Models work internally. We also dive into advanced topics including RLHF, RAG architectures, latent space, Mixture of Experts, LLM evaluation, and real-world deployment considerations. These questions are designed to test conceptual clarity, system-level thinking, and practical understanding—skills that are now expected even in non-AI roles. If you want to go deeper and build real-world GenAI applications, explore the Applied Generative AI Specialization by Simplilearn in collaboration with Purdue University, a 16-week live online program covering LLMs, Agentic AI, RAG, LangChain, and hands-on projects using OpenAI, Azure AI Studio, and Hugging Face. The enrollment link is available in the description below keep learning with Simplilearn.
Following are the topics covered in this tutorial on ""Top 30 Generative AI Interview Questions 2026"":
00:02:44 Beginner-Level Gen AI Question
00:10:19 Intermediat-Level GEN AI questions
00:19:01 Advanced-Level GEN AI Question
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➡️ About Applied Generative AI Specialization
This Applied Generative AI course equips you to develop AI-powered applications using industry-relevant tools and frameworks. Master key concepts like prompt engineering, GANs, VAEs, and LLM architectures while exploring advanced topics, including agentic AI, LLM fine-tuning, RAG, and AI governance for practical, real-world deployments.
Key Features
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Program completion certificate from Purdue University Online and Simplilearn
✅ 70+ hours of live, instructor-led training with industry experts
✅ Hands-on learning with 7+ real-world projects and a capstone project
✅ Master in-demand skills like LLM fine-tuning, prompt engineering, and AI governance
✅ Gain expertise with cutting-edge tools such as ChatGPT, Azure AI Studio, and LangChain
✅ Comprehensive curriculum covering AI Literacy, Agentic Frameworks, and Generative AI
✅ Access to Purdue's prestigious alumni network
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Course completion certificate hosted on the Microsoft Learn portal for Microsoft courses
✅ Learn with a diverse cohort of professionals from industries like IT, banking, and education
Skills Covered
✅ Python Programming
✅ Prompt Engineering
✅ AI Literacy
✅ Generative AI Fundamentals
✅ Large Language Model LLM Architecture
✅ Agentic AI and Autonomous AI Agents
✅ LangChain for Workflow Design
✅ Retrieval Augmented Generation RAG
✅ LLM Fine Tuning and Customization
✅ Stable Diffusion
✅ Explainable AI
✅ Variational Autoencoders VAEs
✅ Transformers and Attention Mechanism
✅ GenAI Application Development
✅ LLM Benchmarking and Evaluation
✅ Generative AI Governance and Ethics
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