{"product_id":"the-mlops-blueprint-leon-amsel-9798272501400","title":"The MLOps Blueprint: Build Reliable Machine Learning Systems That Scale, Monitor, and Deliver Real Business Value.","description":"\u003cb\u003eThe MLOps Blueprint: Build Reliable Machine Learning Systems That Scale, Monitor, and Deliver Real Business Value\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eCan your machine learning models survive the real world?\u003c\/b\u003e\u003cbr\u003eMost AI systems never make it past the prototype phase, not because the algorithms fail, but because the infrastructure around them does. From unreliable data pipelines to broken deployments and unseen model drift, the gap between an experiment and a production system is where most ML efforts collapse.\u003cbr\u003e\u003cb\u003eThe MLOps Blueprint\u003c\/b\u003e is your complete, hands-on guide to bridging that gap. Written for engineers, data scientists, and technical leaders, this book delivers a clear, practical framework for designing, automating, and maintaining production-grade machine learning systems. It combines proven industry practices, step-by-step workflows, and real-world architectures that leading organizations use to scale AI safely and efficiently.\u003cbr\u003eInside, you'll learn how to: \u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eBuild production-ready ML pipelines\u003c\/b\u003e with reproducible data, code, and model versioning.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAutomate model training, testing, and deployment\u003c\/b\u003e using robust CI\/CD and continuous training (CT) frameworks.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeploy models with confidence\u003c\/b\u003e using canary releases, blue-green deployments, and automated rollback mechanisms.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eMonitor models in production\u003c\/b\u003e for performance, data drift, and fairness, all while linking metrics directly to business KPIs.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEstablish MLOps governance\u003c\/b\u003e through traceability, compliance documentation, and secure access controls.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDesign scalable architectures\u003c\/b\u003e that balance cost, latency, and reliability across cloud, on-prem, and edge environments.\u003c\/li\u003e\n\u003c\/ul\u003eWhether you're building your first ML platform or optimizing an existing workflow, \u003cb\u003eThe MLOps Blueprint\u003c\/b\u003e gives you the practical tools and patterns to transform experimentation into impact. Each chapter is structured for immediate implementation, complete with runbooks, checklists, and code-driven solutions that minimize risk and accelerate delivery.\u003cbr\u003eIf you've ever struggled to answer questions like \u003ci\u003e\"Can we reproduce this model?\"\u003c\/i\u003e or \u003ci\u003e\"How do we measure business ROI from our ML system?\"\u003c\/i\u003e this book provides the roadmap you need.\u003cbr\u003e\u003cb\u003eTurn your models into measurable, reliable value. Start building scalable, production-grade AI systems today with \u003ci\u003eThe MLOps Blueprint\u003c\/i\u003e.\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Leon Amsel\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798272501400\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/01\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 278\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.07lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.58d","brand":"Leon Amsel","offers":[{"title":"Paperback","offer_id":49083772666111,"sku":"9798272501400","price":29.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/the-mlops-blueprint-leon-amsel-9798272501400","provider":"WR Book House","version":"1.0","type":"link"}