{"product_id":"reliable-machine-learning-applying-sre-principles-to-ml-in-production-paperback","title":"Reliable Machine Learning: Applying Sre Principles to ML in Production - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eCathy Chen\u003c\/b\u003e (Author), \u003cb\u003eNiall Murphy\u003c\/b\u003e (Author), \u003cb\u003eKranti Parisa\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eWhether you're part of a small startup or a multinational corporation, this practical book shows data scientists, software and site reliability engineers, product managers, and business owners how to run and establish ML reliably, effectively, and accountably within your organization. You'll gain insight into everything from how to do model monitoring in production to how to run a well-tuned model development team in a product organization. \u003c\/p\u003e \u003cp\u003eBy applying an SRE mindset to machine learning, authors and engineering professionals Cathy Chen, Kranti Parisa, Niall Richard Murphy, D. Sculley, Todd Underwood, and featured guest authors show you how to run an efficient and reliable ML system. Whether you want to increase revenue, optimize decision making, solve problems, or understand and influence customer behavior, you'll learn how to perform day-to-day ML tasks while keeping the bigger picture in mind.\u003c\/p\u003e You'll examine: \u003cul\u003e \u003cli\u003eWhat ML is: how it functions and what it relies on\u003c\/li\u003e \u003cli\u003eConceptual frameworks for understanding how ML \"loops\" work\u003c\/li\u003e \u003cli\u003eHow effective productionization can make your ML systems easily monitorable, deployable, and operable\u003c\/li\u003e \u003cli\u003eWhy ML systems make production troubleshooting more difficult, and how to compensate accordingly\u003c\/li\u003e \u003cli\u003eHow ML, product, and production teams can communicate effectively\u003c\/li\u003e \u003c\/ul\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 408\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 1 x 9.1 x 6.9 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eIllustrated:\u003c\/strong\u003e Yes\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e October 25, 2022\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":44279140155494,"sku":"9781098106225","price":90.19,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0599\/7255\/0758\/files\/L1dnTGh0SE5IeklxZDFjcEU4a1lsUT09.webp?v=1766511681","url":"https:\/\/infinitylightwa.com\/products\/reliable-machine-learning-applying-sre-principles-to-ml-in-production-paperback","provider":"Infinity Light","version":"1.0","type":"link"}