{"product_id":"retrieval-augmented-generation-rag-a-hands-on-guide-to-building-accurate-and-high-quality-llm-applications-9798268759495","title":"Retrieval Augmented Generation (RAG): A Hands-On Guide to Building Accurate and High-Quality LLM Applications","description":"\u003cp\u003e • Author(s): Levi Katz\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Neural Networks\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eLarge Language Models (LLMs) are extraordinary storytellers - but they sometimes invent facts, overlook crucial context, or struggle with domain-specific knowledge. Retrieval Augmented Generation changes the game by \u003cb\u003egrounding LLMs in real data\u003c\/b\u003e, enabling them to retrieve relevant information and weave it seamlessly into their output. The result? \u003cb\u003eFaster, more reliable, and context-rich AI systems\u003c\/b\u003e ready for production.\u003c\/p\u003e\u003cp\u003eIn this hands-on guide, you'll move far beyond the black box. You'll learn how to \u003cb\u003ebuild your own RAG pipelines from scratch\u003c\/b\u003e, understand their inner workings, and fine-tune them for specific real-world use cases. With clear explanations, practical examples, and clean code, this book shows you how to turn theory into deployable solutions.\u003c\/p\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMaster the RAG architecture\u003c\/b\u003e: Learn how information retrieval and text generation work together to deliver superior outputs.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBuild robust pipelines\u003c\/b\u003e: Collect and preprocess high-quality data, generate document embeddings, and fine-tune language models to match your domain.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eImplement effective search strategies\u003c\/b\u003e: Harness keyword and semantic techniques to find the \"golden nuggets\" your models need.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eFuse retrieval with generation\u003c\/b\u003e: Blend factual accuracy with the creativity of LLMs using contextual fusion techniques.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eEnsure reliability and trust\u003c\/b\u003e: Integrate fact-checking, contextual filtering, and ranking methods to combat misinformation and bias.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eApply RAG across diverse use cases\u003c\/b\u003e: From content creation to code generation, personalization, education, and beyond - explore practical applications with step-by-step scenarios.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWhy This Book?\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eHands-on approach\u003c\/b\u003e: Every chapter includes clear, runnable code examples and real-world scenarios.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eUp-to-date techniques\u003c\/b\u003e: Covers modern RAG workflows, embeddings, fine-tuning, contextual fusion, and multi-modal integration.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eWritten for practitioners\u003c\/b\u003e: Whether you're an AI engineer, researcher, data scientist, or developer, this book gives you the tools to \u003cb\u003ego from zero to production-ready RAG systems\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003ePerfect For\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eDevelopers who want to make LLMs more accurate and useful in production\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eData and ML engineers building retrieval-powered AI systems\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eResearchers exploring cutting-edge information retrieval and generation methods\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTechnical teams building domain-specific knowledge systems and RAG-based chatbots\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47779147382935,"sku":"9798268759495","price":1857.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798268759495.webp?v=1778033774","url":"https:\/\/atlanticbooks.com\/products\/retrieval-augmented-generation-rag-a-hands-on-guide-to-building-accurate-and-high-quality-llm-applications-9798268759495","provider":"Atlantic Books","version":"1.0","type":"link"}