Uday rathore
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Preparing for a GenAI / AI Engineer interview?
Don't prepare randomly from dozens of blogs, videos and documentation.
I've put together a structured GenAI Engineer Interview Guide covering the concepts, practical questions and real-world scenarios you should be prepared to discuss in an interview.
✅ 80+ Interview Q&A Pairs
✅ LLM & Transformer Fundamentals
✅ Prompt Engineering
✅ RAG & Advanced RAG
✅ Fine-Tuning, LoRA & QLoRA
✅ Embeddings & Vector Databases
✅ AI Agents & Tool Calling
✅ LLMOps, Deployment & Cost Optimization
✅ Evaluation, Safety & Guardrails
✅ ML & Deep Learning Fundamentals
✅ Multimodal & Diffusion Models
✅ Infrastructure & Deployment
✅ Coding & Practical Exercises
✅ Scenario-Based Interview Questions
✅ GenAI System Design Case Studies
✅ Project & Portfolio Questions
✅ Behavioral & HR Questions
✅ Quick-Reference Glossary
This isn't just about memorizing definitions.
The guide also covers real-world engineering scenarios such as RAG failures, latency spikes, hallucinations, agent loops, cost issues and production trade-offs.
It also includes system design case studies and questions around how to explain your GenAI projects in an interview.
The guide specifically recommends prioritizing RAG, scenario-based questions and project discussions when you're short on preparation time.
• GenAI Engineer candidates
• AI/ML Engineer candidates
• Backend engineers moving into GenAI
• Software engineers preparing for AI interviews
• Students preparing for GenAI roles
• Anyone building RAG/Agent-based projects
One small investment before your next interview.
Get the complete interview guide and start preparing today.