Generative AI (Gen AI) Quizzes (MCQs)Level 1 The Core Fundamentals Engines & MeaningIntroduction to GenAI GANs to Transformers, Foundation Models, Inference01_CORE LLM Architecture Attention, Tokenization, BERT vs GPT, Parameters02_ARCH Embeddings & Vectors Semantic Search, Cosine Similarity, Vector DBs03_VEC Level 2 Interaction & Engineering Optimization & ContextPrompt Engineering Few-shot, CoT, System Prompts, Temperature04_PROMPT RAG Systems Chunking, Retrieval, Hallucination Reduction05_RAG Fine-Tuning RLHF, PEFT, LoRA, Transfer Learning06_TUNE Level 3 Advanced Systems Multi-modal & AutonomousImage & Video Gen Diffusion Models, Inpainting, Stable Diffusion07_VIS Multimodality Vision Transformers, Audio, GPT-4o, Gemini08_MULTI AI Agents Reasoning + Action, LangChain, Tool Use09_AGENT Level 4 Governance & Deployment Production & EthicsLLMOps Quantization, Latency, Serving, Cost10_OPS Ethics & Safety Jailbreaking, Bias, Guardrails, Injection11_SAFE Evaluation Perplexity, ROUGE, LLM-as-a-Judge12_EVAL