Building Conversational AI›Part VII

Part VII: Retrieval & Information Extraction with LLMs

Part opener illustration: Part VII: Retrieval & Information Extraction with LLMs.

Part Overview

Embeddings, structured information extraction & NER, RAG, knowledge graphs, cross-modal retrieval.

Big Picture

Embeddings, structured information extraction & NER, RAG, knowledge graphs, cross-modal retrieval.

Chapters

Chapter 31 Embeddings, Vector Databases & Semantic Search
Chapter 32 RAG Fundamentals
Chapter 33 Cross-Modal Reasoning and Multimodal RAG
Chapter 34 Structured Information Extraction & NER
Chapter 35 Advanced RAG: Knowledge Graphs, Ingestion & Frameworks
Chapter 36 Retrieval Tools of the Trade

What's Next?

This part begins with Chapter 31: Embeddings, Vector Databases & Semantic Search. Each chapter builds on the previous one, so we recommend reading Part VII in order.