{"product_id":"mastering-retrieval-augmented-generation-workflows-with-tyrell-owen-9798277354544","title":"Mastering Retrieval-Augmented Generation Workflows with GraphRAG: A Practical Guide to Knowledge-Graph-Powered Retrieval, Context Modeling, and High-A","description":"\u003cb\u003eThis book\u003c\/b\u003e is your complete guide to building next-generation Retrieval-Augmented Generation (RAG) systems powered by knowledge graphs. As LLMs continue to evolve, traditional RAG pipelines struggle with context gaps, shallow retrieval, and limited reasoning. \u003cb\u003eGraphRAG\u003c\/b\u003e solves these problems by fusing structured knowledge with dynamic retrieval, creating AI systems that are more accurate, explainable, and context-aware.\u003cbr\u003eThis book gives you a clear, practical, and highly technical foundation for understanding and applying GraphRAG across real-world domains. You'll explore every layer of the modern GraphRAG pipeline-from graph construction and embedding strategies to semantic retrieval, graph reasoning, and generation workflows.\u003cbr\u003eWritten in a practical, hands-on style, \u003cb\u003eGraphRAG Essentials\u003c\/b\u003e delivers the tools, patterns, and architectures you need to design, optimize, and deploy knowledge-graph-augmented AI systems at scale.\u003cbr\u003e\u003cb\u003eInside this book, you will learn: \u003c\/b\u003e\u003cbr\u003e\u003cb\u003e- Core GraphRAG principles\u003c\/b\u003e\u003cbr\u003eHow knowledge graphs enhance retrieval, improve grounding, and deliver richer context to LLMs.\u003cbr\u003e\u003cb\u003e- Practical workflows and architectures\u003c\/b\u003e\u003cbr\u003eStep-by-step pipelines for entity extraction, graph building, retrieval integration, and generation refinement.\u003cbr\u003e\u003cb\u003e- Key algorithms and techniques\u003c\/b\u003e\u003cbr\u003eGraph traversal, semantic similarity search, embeddings, scoring methods, and hybrid retrieval models.\u003cbr\u003e\u003cb\u003e- Knowledge graph engineering\u003c\/b\u003e\u003cbr\u003eSchema design, ontology modeling, graph storage, indexing, and integration with LLM-based systems.\u003cbr\u003e\u003cb\u003e- Building GraphRAG applications\u003c\/b\u003e\u003cbr\u003eReal-world examples in search, analytics, chat systems, enterprise AI, and domain-specific intelligence.\u003cbr\u003e\u003cb\u003e- Performance optimization\u003c\/b\u003e\u003cbr\u003eHow to improve accuracy, reduce hallucinations, boost retrieval quality, and scale GraphRAG pipelines.\u003cbr\u003e\u003cb\u003e- Tooling and frameworks\u003c\/b\u003e\u003cbr\u003ePractical guidance on Neo4j, NetworkX, LangChain, LlamaIndex, and modern graph infrastructure.\u003cbr\u003e\u003cb\u003eWho this book is for\u003c\/b\u003e\u003col\u003e\n\u003cli\u003eAI engineers and ML practitioners\u003c\/li\u003e\n\u003cli\u003eNLP and knowledge-graph researchers\u003c\/li\u003e\n\u003cli\u003eDevelopers building advanced RAG-based applications\u003c\/li\u003e\n\u003cli\u003eArchitects designing scalable contextual AI systems\u003c\/li\u003e\n\u003cli\u003eAnyone exploring the frontier of AI retrieval and structured reasoning\u003c\/li\u003e\n\u003c\/ol\u003ePacked with clear explanations, engineering patterns, and actionable insights, \u003cb\u003eGraphRAG Essentials\u003c\/b\u003e gives you everything you need to build intelligent, structured, and deeply context-aware retrieval systems.\u003cbr\u003eWhether you're enhancing enterprise search, building domain-expert chatbots, or developing custom generative AI applications, this book will help you unlock the full power of GraphRAG.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Tyrell Owen\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798277354544\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/04\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 148\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.59lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.32d","brand":"Tyrell Owen","offers":[{"title":"Paperback","offer_id":50664702836991,"sku":"9798277354544","price":16.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/mastering-retrieval-augmented-generation-workflows-with-tyrell-owen-9798277354544","provider":"WR Book House","version":"1.0","type":"link"}