GraphRAG with Python : Build Intelligent Retrieval Systems with Knowledge Graphs, Large Language Models, and Python
Language: English
Published by Independently Published Aug 2026, 2026
- Softcover
- New

Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 44.66
Quantity: 2 available
Add to basketItem description from seller
Neuware.
Seller Inventory # 9798191231839
- Title
- GraphRAG with Python : Build Intelligent Retrieval Systems with Knowledge Graphs, Large Language Models, and Python
- Author
- Lin Prescott
- Publisher
- Independently Published Aug 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 13
- 9798191231839
- Item weight
- 445 grams
- Dimensions
- 254x178x13 mm
- Series
- Book 1 of 2: GraphRAG Engineering Series
Large language models have transformed how we build intelligent applications, but traditional Retrieval-Augmented Generation (RAG) systems still struggle with complex relationships, multi-hop reasoning, and fragmented context. GraphRAG changes that by combining the semantic understanding of LLMs with the structured power of knowledge graphs, enabling AI systems that retrieve information more accurately, reason across connected data, and generate responses grounded in meaningful relationships rather than isolated documents.
GraphRAG with Python is a practical, hands-on guide that takes you from the fundamentals of knowledge graphs to designing and deploying production-ready GraphRAG applications. Whether you're an AI engineer, machine learning practitioner, data scientist, software developer, or technical architect, this book provides the concepts, tools, and implementation techniques needed to build intelligent retrieval systems that go beyond traditional vector search.
Rather than focusing on a single framework, you'll develop a solid understanding of the principles behind GraphRAG and learn how to implement them using Python and today's leading AI ecosystem, ensuring your skills remain valuable as the technology evolves.
Inside this book, you'll learn how to:
- Understand the architecture and principles behind GraphRAG and how it extends traditional Retrieval-Augmented Generation.
- Build knowledge graphs from structured and unstructured data using modern Python libraries and LLM-powered extraction techniques.
- Design entity extraction, relationship extraction, ontology modeling, and graph enrichment pipelines.
- Implement GraphRAG workflows with Microsoft GraphRAG, Neo4j, LangChain, LlamaIndex, and other leading open-source tools.
- Combine graph, vector, and keyword retrieval into hybrid search systems for improved accuracy and context awareness.
- Apply graph algorithms, community detection, graph traversal, and multi-hop reasoning to solve complex retrieval problems.
- Integrate GraphRAG with AI agents and tool-calling workflows for advanced enterprise applications.
- Evaluate retrieval quality, optimize performance, reduce hallucinations, and improve response reliability.
- Scale GraphRAG systems using production-ready architectures, monitoring, caching, indexing, and deployment best practices.
- Build complete, real-world projects for enterprise search, question answering, research assistants, document intelligence, legal analysis, financial knowledge management, healthcare, and recommendation systems.
Throughout the book, you'll build practical Python projects while learning the engineering principles behind robust GraphRAG systems. Every chapter combines clear explanations with diagrams, reusable code, implementation patterns, and best practices that you can immediately apply to your own AI applications.
By the end of this book, you'll be able to design, implement, optimize, and deploy GraphRAG solutions capable of delivering more accurate retrieval, richer contextual understanding, and more trustworthy AI-powered experiences.
Whether you're modernizing enterprise search, building AI assistants, creating intelligent knowledge management platforms, or exploring the next generation of Retrieval-Augmented Generation, GraphRAG with Python provides the practical foundation you need to build smarter, relationship-aware AI systems with confidence.
"Synopsis" may belong to another edition of this title.
Shipping rates from Germany to U.S.A.
| Item | 5 to 7 business days | 7 to 10 business days |
|---|---|---|
| First item | £ 26.17 | £ 26.17 |
Payment methods
- Bank Wire Transfer
- Check
- Paypal
Store description
Das Unternehmen AHA-BUCH GmbH: Seit der Gründung von AHA-BUCH im Juli 2005 ist unser Hauptziel, zufriedenen Kunden so schnell und so preisgünstig wie möglich ihren Bücherwunsch zu erfüllen. Unsere Firma beschäftigt 16 Mitarbeiter, die nur ein Ziel kennen: den Kunden und seine Wünsche! Auf über 3700 m2 Fläche haben wir über 100.000 Bücher, Modernes Antiquariat und Spiele auf Lager.
Specialty
Kinderbücher & Kinderhör Casetten, German Books, Software, Natur & Tiere, Ratgeber, Sachbücher, Englische Bücher, Medizin & Gesundheit, Universität & StudiumSeller's business information
AHA-BUCH GmbH
Garlebsen 48
Einbeck, Germany 37574
Terms of sale
Imprint
Seller Info:
AHA-BUCH GmbH
represented by the managing director Christel Glass
Garlebsen 48
37574 Einbeck
Deutschland
Telefon: 055639996039
Telefax: 055639995974
E-Mail: abebooks@aha-buch.de
USt-IdNr.: DE261904229
registered at Commercial register Amtsgerichtes Göttingen
Handelsregisternummer HRB 200691
Alternative dispute resolution:
The European Commission provides a platform for out-of-court online dispute resolution (ODR platform), which can be accessed under https://ec.europa.eu/odr.
We have been a member of the "FairCommerce" initiative since 25.05.2018.
For more information, see www.fair-commerce.de.
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 AHA-BUCH GmbH, Einbeck, Germany, 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
We ship your order after we received them
for articles on hand latest 24 hours,
for articles with overnight supply latest 48 hours.
In case we need to order an article from our supplier our dispatch time depends on the reception date of the articles, but the articles will be shipped on the same day.
Our goal is to send the ordered articles in the fastest, but also most efficient and secure way to our customers.