Notes on: Building and Evaluating Advanced RAG - Deeplearning.ai
These notes are taken from this free course: https://learn.deeplearning.ai/courses/building-evaluating-advanced-rag/lesson/1/introduction Huge thanks to the folks at <DeepLearning.ai> Introduction To productionize a high quality RAG system you need: Advanced retrieval techniques to get highly relevant sources Automated evals to measure responses Goal of the course: Teach you how to build production ready LLM based system Course covers: Advanced RAG Sentence Window Retrieval Auto Merging Retrieval Evaluations (the RAG triad) Context Relevance Groundedness Answer Relevance Advanced RAG Pipeline Overview of simple (naive) RAG pipeline Ingestion: Take a doc -> chunk it up -> embed the chunks -> store them in an index...