{"product_id":"ai-engineering-for-production-systems-a-practical-guide-for-engineers-to-design-deploy-and-scale-real-world-production-ready-ai-pipelines-9798248220014","title":"AI Engineering for Production Systems: A Practical Guide for Engineers to Design, Deploy, and Scale Real-World, Production-Ready AI Pipelines","description":"\u003cp\u003e • Author(s): Oliver R. Daniel\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Software Development \u0026amp; Engineering - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eMost AI projects don't fail in the lab. They fail in production.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThe model looked brilliant in testing. The demo impressed everyone. The metrics were strong.\u003c\/p\u003e\u003cp\u003eAnd then real users, messy data, unpredictable traffic, and business pressure exposed everything that wasn't designed to last.\u003c\/p\u003e\u003cp\u003eIf you're an engineer who wants to build systems that survive beyond the prototype stage, this book was written for you.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAI Engineering for Production Systems\u003c\/b\u003e is not about theory, hype, or chasing the latest tool. It is about building AI systems that hold up under pressure-systems that are reliable, observable, maintainable, and trusted over time.\u003c\/p\u003e\u003cp\u003eWhether you're transitioning from experimentation to deployment, leading a team responsible for mission-critical systems, or trying to avoid the painful lessons others learned the hard way, this guide shows you how to think like a production engineer from day one.\u003c\/p\u003e\u003cp\u003eInstead of focusing on isolated techniques, this book walks you through the full lifecycle of real-world AI systems-data ingestion, validation, versioning, training workflows, deployment models, monitoring strategies, incident response, scaling decisions, and long-term maintenance.\u003c\/p\u003e\u003cp\u003eYou won't just learn \u003ci\u003ewhat\u003c\/i\u003e to build. You'll learn how to make the right decisions when trade-offs matter.\u003c\/p\u003e\u003cbr\u003eWhat You'll Discover Inside\u003cul\u003e\n\u003cli\u003eWhy most AI projects collapse after the prototype-and how to avoid that trap\u003c\/li\u003e\n\u003cli\u003eWhat \"production-ready\" truly means beyond model accuracy\u003c\/li\u003e\n\u003cli\u003eHow to design end-to-end pipelines that remain stable as data and requirements evolve\u003c\/li\u003e\n\u003cli\u003ePractical strategies for handling data drift, silent regressions, and system failures\u003c\/li\u003e\n\u003cli\u003eHow to evaluate new tools and frameworks without falling into hype cycles\u003c\/li\u003e\n\u003cli\u003eThe right way to balance performance, cost, latency, and reliability\u003c\/li\u003e\n\u003cli\u003eProven approaches to CI\/CD, safe rollouts, rollbacks, and canary releases\u003c\/li\u003e\n\u003cli\u003eMonitoring systems that catch problems before customers do\u003c\/li\u003e\n\u003cli\u003eHow to manage technical debt in AI pipelines before it compounds\u003c\/li\u003e\n\u003cli\u003eWhen simpler models outperform complex architectures\u003c\/li\u003e\n\u003cli\u003eHow to build a long-term career around production AI systems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThis book speaks directly to engineers who are tired of fragile deployments, vague best practices, and endless experimentation that never translates into dependable systems.\u003c\/p\u003e\u003cp\u003eHere, you'll gain the confidence to design architectures that scale.\u003cbr\u003eThe discipline to build systems that are auditable and maintainable.\u003cbr\u003eAnd the judgment to choose simplicity when complexity is unnecessary.\u003c\/p\u003e\u003cp\u003eBy the end, you won't just know how to train models-you'll know how to build systems organizations can trust for years.\u003c\/p\u003e\u003cp\u003eIf you're ready to move from experimentation to engineering excellence, this is the guide that will take you there.\u003c\/p\u003e\u003cp\u003eTurn the page.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47569718837399,"sku":"9798248220014","price":1671.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798248220014.webp?v=1774878891","url":"https:\/\/atlanticbooks.com\/products\/ai-engineering-for-production-systems-a-practical-guide-for-engineers-to-design-deploy-and-scale-real-world-production-ready-ai-pipelines-9798248220014","provider":"Atlantic Books","version":"1.0","type":"link"}