{"product_id":"the-knowledge-engine-building-rag-systems-retrieval-augmented-generation-with-python-and-vector-databases-9798258793430","title":"The Knowledge Engine: Building RAG Systems: Retrieval-Augmented Generation with Python and Vector Databases","description":"\u003cp\u003e • Author(s): Richard Boozman\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eLLMs are powerful.\u003cbr\u003eBut without the right data, they are limited.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eRetrieval Augmented Generation, RAG, transforms AI systems by combining language models with external knowledge sources, enabling accurate, context aware, and up to date responses.\u003c\/p\u003e\u003cp\u003e\"The Knowledge Engine\" is a practical, hands on guide to building RAG systems using Python and modern vector database technologies.\u003c\/p\u003e\u003cp\u003eThis book shows you how to design intelligent systems that retrieve, reason, and generate with precision.\u003c\/p\u003e\u003cbr\u003eWhy RAG is essential for modern AI\u003cp\u003eStandalone models struggle with: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eoutdated knowledge\u003c\/li\u003e\n\u003cli\u003ehallucinations\u003c\/li\u003e\n\u003cli\u003elack of domain specific context\u003c\/li\u003e\n\u003cli\u003elimited accuracy in complex queries\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eRAG solves these problems by integrating retrieval systems with generation models.\u003c\/p\u003e\u003cp\u003eWith RAG, you can: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003econnect AI to real data sources\u003c\/li\u003e\n\u003cli\u003eimprove accuracy and relevance\u003c\/li\u003e\n\u003cli\u003ereduce hallucinations\u003c\/li\u003e\n\u003cli\u003ebuild domain specific AI systems\u003c\/li\u003e\n\u003cli\u003ecreate scalable knowledge driven applications\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003efundamentals of retrieval augmented generation\u003c\/li\u003e\n\u003cli\u003ehow vector databases work\u003c\/li\u003e\n\u003cli\u003eembeddings and similarity search\u003c\/li\u003e\n\u003cli\u003ebuilding retrieval pipelines\u003c\/li\u003e\n\u003cli\u003eintegrating LLMs with external data\u003c\/li\u003e\n\u003cli\u003echunking and indexing strategies\u003c\/li\u003e\n\u003cli\u003eoptimizing retrieval performance\u003c\/li\u003e\n\u003cli\u003eevaluation and improvement of RAG systems\u003c\/li\u003e\n\u003cli\u003escaling and deploying RAG applications\u003c\/li\u003e\n\u003cli\u003emonitoring and maintaining knowledge systems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eFrom documents to intelligent systems\u003cp\u003eThroughout the book, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003econvert raw data into searchable embeddings\u003c\/li\u003e\n\u003cli\u003edesign efficient retrieval systems\u003c\/li\u003e\n\u003cli\u003econnect retrieval pipelines with generation models\u003c\/li\u003e\n\u003cli\u003ebuild reliable AI applications\u003c\/li\u003e\n\u003cli\u003eoptimize performance and cost\u003c\/li\u003e\n\u003cli\u003edeploy scalable RAG systems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEach chapter is focused on practical implementation.\u003c\/p\u003e\u003cbr\u003ePractical applications\u003cul\u003e\n\u003cli\u003eenterprise knowledge assistants\u003c\/li\u003e\n\u003cli\u003edocument search and analysis systems\u003c\/li\u003e\n\u003cli\u003ecustomer support automation\u003c\/li\u003e\n\u003cli\u003einternal company knowledge bases\u003c\/li\u003e\n\u003cli\u003eAI powered research tools\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThese examples reflect real world use cases.\u003c\/p\u003e\u003cbr\u003eWho this book is for\u003cul\u003e\n\u003cli\u003eAI engineers\u003c\/li\u003e\n\u003cli\u003emachine learning engineers\u003c\/li\u003e\n\u003cli\u003edata scientists\u003c\/li\u003e\n\u003cli\u003ebackend developers working with AI\u003c\/li\u003e\n\u003cli\u003eprofessionals building knowledge systems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIf you want to build AI systems that are accurate, context aware, and connected to real data, this book provides the roadmap.\u003c\/p\u003e\u003cp\u003eRetrieve with precision.\u003cbr\u003eGenerate with intelligence.\u003cbr\u003eBuild knowledge driven AI systems.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47882816258199,"sku":"9798258793430","price":2694.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798258793430.webp?v=1781097263","url":"https:\/\/atlanticbooks.com\/products\/the-knowledge-engine-building-rag-systems-retrieval-augmented-generation-with-python-and-vector-databases-9798258793430","provider":"Atlantic Books","version":"1.0","type":"link"}