Mastering Retrieval-Augmented Generation Workflows with GraphRAG (Paperback)
Language: English
Published by Independently Published, 2025
- Softcover
- New
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
AbeBooks seller since June 29, 2022
Condition: New
£ 18.49
Quantity: 1 available
Add to basketItem description from seller
Paperback. This book 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. GraphRAG solves these problems by fusing structured knowledge with dynamic retrieval, creating AI systems that are more accurate, explainable, and context-aware.This 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.Written in a practical, hands-on style, GraphRAG Essentials delivers the tools, patterns, and architectures you need to design, optimize, and deploy knowledge-graph-augmented AI systems at scale.Inside this book, you will learn: - Core GraphRAG principlesHow knowledge graphs enhance retrieval, improve grounding, and deliver richer context to LLMs.- Practical workflows and architecturesStep-by-step pipelines for entity extraction, graph building, retrieval integration, and generation refinement.- Key algorithms and techniquesGraph traversal, semantic similarity search, embeddings, scoring methods, and hybrid retrieval models.- Knowledge graph engineeringSchema design, ontology modeling, graph storage, indexing, and integration with LLM-based systems.- Building GraphRAG applicationsReal-world examples in search, analytics, chat systems, enterprise AI, and domain-specific intelligence.- Performance optimizationHow to improve accuracy, reduce hallucinations, boost retrieval quality, and scale GraphRAG pipelines.- Tooling and frameworksPractical guidance on Neo4j, NetworkX, LangChain, LlamaIndex, and modern graph infrastructure.Who this book is forAI engineers and ML practitionersNLP and knowledge-graph researchersDevelopers building advanced RAG-based applicationsArchitects designing scalable contextual AI systemsAnyone exploring the frontier of AI retrieval and structured reasoningPacked with clear explanations, engineering patterns, and actionable insights, GraphRAG Essentials gives you everything you need to build intelligent, structured, and deeply context-aware retrieval systems.Whether 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. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…
Seller Inventory # 9798277354544
- Title
- Mastering Retrieval-Augmented Generation Workflows with GraphRAG (Paperback)
- Author
- Tyrell Owen
- Publisher
- Independently Published
- Publication year
- 2025
- Condition
- new
- Binding
- Paperback
- Language
- English
- ISBN 13
- 9798277354544
This 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.
Written in a practical, hands-on style, GraphRAG Essentials delivers the tools, patterns, and architectures you need to design, optimize, and deploy knowledge-graph-augmented AI systems at scale.
Inside this book, you will learn:
• Core GraphRAG principles
How knowledge graphs enhance retrieval, improve grounding, and deliver richer context to LLMs.
• Practical workflows and architectures
Step-by-step pipelines for entity extraction, graph building, retrieval integration, and generation refinement.
• Key algorithms and techniques
Graph traversal, semantic similarity search, embeddings, scoring methods, and hybrid retrieval models.
• Knowledge graph engineering
Schema design, ontology modeling, graph storage, indexing, and integration with LLM-based systems.
• Building GraphRAG applications
Real-world examples in search, analytics, chat systems, enterprise AI, and domain-specific intelligence.
• Performance optimization
How to improve accuracy, reduce hallucinations, boost retrieval quality, and scale GraphRAG pipelines.
• Tooling and frameworks
Practical guidance on Neo4j, NetworkX, LangChain, LlamaIndex, and modern graph infrastructure.
Who this book is for
- AI engineers and ML practitioners
- NLP and knowledge-graph researchers
- Developers building advanced RAG-based applications
- Architects designing scalable contextual AI systems
- Anyone exploring the frontier of AI retrieval and structured reasoning
Whether 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.
"Synopsis" may belong to another edition of this title.
CitiRetail
Stevenage, United Kingdom
AbeBooks seller since June 29, 2022
Shipping rates from United Kingdom to U.S.A.
| Item | 7 to 14 business days | 7 to 60 business days |
|---|---|---|
| First item | £ 37.00 | £ 37.00 |
Payment methods
Store description
Online business
Seller's business information
ABC BOOKS LIMITED
10 John Street
London, United Kingdom WC1N 2EB
Terms of sale
Orders can be returned within 30 days of receipt.
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to CitiRetail, Stevenage, United Kingdom, without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.
Shipping terms
Please note that titles are dispatched from our US, Canadian or Australian warehouses. Delivery times specified in shipping terms. Orders ship within 2 business days. Delivery to your door then takes 7-14 days.