{"product_id":"practical-mlops-noah-gift-9781098103019","title":"Practical MLOps: Operationalizing Machine Learning Models","description":"\u003cp\u003eGetting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. This insightful guide takes you through what MLOps is (and how it differs from DevOps) and shows you how to put it into practice to operationalize your machine learning models. \u003c\/p\u003e\u003cp\u003e Current and aspiring machine learning engineers--or anyone familiar with data science and Python--will build a foundation in MLOps tools and methods (along with AutoML and monitoring and logging), then learn how to implement them in AWS, Microsoft Azure, and Google Cloud. The faster you deliver a machine learning system that works, the faster you can focus on the business problems you're trying to crack. This book gives you a head start. \u003c\/p\u003e\u003cp\u003e You'll discover how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eApply DevOps best practices to machine learning \u003c\/li\u003e\n\u003cli\u003eBuild production machine learning systems and maintain them \u003c\/li\u003e\n\u003cli\u003eMonitor, instrument, load-test, and operationalize machine learning systems \u003c\/li\u003e\n\u003cli\u003eChoose the correct MLOps tools for a given machine learning task \u003c\/li\u003e\n\u003cli\u003eRun machine learning models on a variety of platforms and devices, including mobile phones and specialized hardware \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Noah Gift, Alfredo Deza\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1098103017\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781098103019\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/19\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 458\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.60lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.93d","brand":"Noah Gift","offers":[{"title":"Paperback","offer_id":44049620861183,"sku":"9781098103019","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_bb16b821-730b-4d95-ac93-52585ef4321c.jpg?v=1685002566","url":"https:\/\/www.whiterainbookhouse.com\/products\/practical-mlops-noah-gift-9781098103019","provider":"WR Book House","version":"1.0","type":"link"}