Generative AI
Large language models, prompt engineering, RAG, fine-tuning, and multimodal AI
GenAI OverviewWhat is generative AI, the AI/ML/DL/GenAI hierarchy, evolution and impact›Large Language ModelsTransformer architecture, pre-training, tokenization, context windows, model families›Prompt EngineeringZero-shot, few-shot, chain-of-thought, system prompts, prompt injection risks›Retrieval-Augmented GenerationVector embeddings, semantic search, chunking, re-ranking, hallucination reduction›Fine-TuningFull fine-tuning, LoRA, PEFT, instruction tuning, RLHF alignment›Diffusion ModelsImage/video generation, noise scheduling, guidance, Stable Diffusion, DALL-E›Multimodal AIVision-language models, audio AI, cross-modal understanding, GPT-4V, Gemini›