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Production-Ready RAG Applications: Design and Build Scalable LLM Applications Using Vector Databases, Embeddings, and Retrieval-Augmented Generation

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Description

Build AI Systems That Actually Work in the Real World Large language models are powerful—but on their own, they are not enough. They hallucinate. They go out of date. They cannot access your data. And when you try to deploy them in production, those limitations become real problems. This book shows you how to solve them. Turn LLMs into Production-Ready Systems Production-Ready RAG Applications is a practical, engineering-focused guide to designing and building scalable AI systems using Retrieval-Augmented Generation (RAG). Instead of treating AI as a black box, this book teaches you how to think like a systems engineer—combining language models with vector databases, embeddings, and retrieval pipelines to create applications that are accurate, reliable, and grounded in real data. You will not just learn what RAG is. You will learn how to build it, optimize it, and deploy it at scale. What You Will Learn How RAG systems overcome the core limitations of standalone LLMs The full architecture of production-grade AI systems Embeddings, vector databases, and semantic search explained clearly Data ingestion, chunking strategies, and indexing pipelines Retrieval techniques, ranking methods, and hybrid search systems How to reduce hallucinations and improve factual accuracy Performance optimization, cost control, and latency trade-offs Real-world system design patterns used in modern AI applications Deployment strategies for scalable, enterprise-ready solutions Who This Book Is For This book is written for: Developers and software engineers building AI-powered applications AI and machine learning engineers who want to move beyond models into full systems Data engineers and architects designing intelligent data pipelines Technical founders building real-world AI products Advanced learners seeking a deeper, practical understanding of modern AI architecture If you already understand the basics of programming or AI and want to go further, this book is for you. From Concept to Production Most AI resources focus on theory or isolated examples. This book focuses on systems that actually run in production. You will learn how to connect models to real data, design efficient retrieval pipelines, and build applications that scale—whether for internal tools, customer-facing systems, or enterprise platforms. Why This Book Matters The future of AI is not just about larger models. It is about building better systems. Retrieval-Augmented Generation is becoming the foundation of modern AI engineering, and the engineers who understand it will shape the next generation of intelligent applications. If you are serious about building AI systems that are reliable, scalable, and production-ready, this book will guide you there.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
03 May 2026
Listed Since
03 May 2026

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