{"product_id":"data-foundations-for-ai-systems-leon-amsel-9798271989551","title":"Data Foundations for AI Systems: Build Reliable Machine Learning Pipelines that Power Accurate, Scalable, and Trustworthy Models","description":"\u003cb\u003e\u003ci\u003eData Foundations for AI Systems: Build Reliable Machine Learning Pipelines that Power Accurate, Scalable, and Trustworthy Models\u003c\/i\u003e\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003e\u003cb\u003eWhy do so many AI initiatives fail, not because the models are wrong, but because the data behind them can't be trusted?\u003c\/b\u003e\u003cbr\u003eEvery data professional has faced it: a model that performs perfectly in testing but unravels in production. The culprit isn't magic; it's weak data foundations. Without structured, governed, and observable data pipelines, even the smartest algorithms crumble under drift, latency, and inconsistency.\u003cbr\u003e\u003cb\u003e\u003ci\u003eData Foundations for AI Systems\u003c\/i\u003e\u003c\/b\u003e is the definitive practical guide to building machine learning pipelines that work reliably, every time. It translates the complex, often chaotic reality of AI data operations into clear, actionable engineering principles grounded in production experience.\u003cbr\u003eThrough real-world patterns, reproducible frameworks, and field-tested strategies, this book shows how to architect systems where data quality, versioning, observability, and scalability are built in, not bolted on. It bridges the gap between data engineering, data science, and MLOps, helping you create infrastructure that empowers, not obstructs, your models.\u003cbr\u003e\u003cb\u003eYou'll learn how to: \u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eDesign \u003cb\u003escalable data pipelines\u003c\/b\u003e that serve both training and inference workloads.\u003c\/li\u003e\n\u003cli\u003eBuild \u003cb\u003efeature stores\u003c\/b\u003e that ensure consistent, reusable model inputs.\u003c\/li\u003e\n\u003cli\u003eEnforce \u003cb\u003edata contracts, lineage, and quality gates\u003c\/b\u003e across every stage of the pipeline.\u003c\/li\u003e\n\u003cli\u003eImplement \u003cb\u003eversioning, reproducibility, and rollback strategies\u003c\/b\u003e that make audits effortless.\u003c\/li\u003e\n\u003cli\u003eMonitor \u003cb\u003edata and model drift\u003c\/b\u003e in production before performance collapses.\u003c\/li\u003e\n\u003cli\u003eAlign \u003cb\u003edata engineering and machine learning teams\u003c\/b\u003e through shared metrics and SLAs.\u003c\/li\u003e\n\u003c\/ul\u003eEach chapter walks you through a vital layer of a modern AI data stack, from ingestion to serving, complete with real-world case studies and design templates you can adapt immediately.\u003cbr\u003eIf you're a \u003cb\u003edata engineer\u003c\/b\u003e, \u003cb\u003emachine learning practitioner\u003c\/b\u003e, or \u003cb\u003etechnical leader\u003c\/b\u003e tired of firefighting broken pipelines and inconsistent results, this book delivers the frameworks and practices you need to build dependable, production-grade AI systems.\u003cbr\u003e\u003cb\u003eBuild your competitive edge on reliable data, not reactive fixes.\u003c\/b\u003e\u003cbr\u003eYour AI models are only as strong as the pipelines beneath them, make them unbreakable.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Leon Amsel\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798271989551\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/28\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 344\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.32lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.72d","brand":"Leon Amsel","offers":[{"title":"Paperback","offer_id":48175793373439,"sku":"9798271989551","price":34.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_4db199f0-53e4-4e1e-b55b-03b98069660e.jpg?v=1771335937","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-foundations-for-ai-systems-leon-amsel-9798271989551","provider":"WR Book House","version":"1.0","type":"link"}