{"product_id":"reliable-machine-learning-applying-sre-principles-to-ml-in-production-9781098106225","title":"Reliable Machine Learning: Applying Sre Principles to ML in Production","description":"\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 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\u003e By 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\u003cp\u003e You'll examine: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eWhat ML \u003ci\u003eis\u003c\/i\u003e: how it functions and what it relies on \u003c\/li\u003e\n\u003cli\u003eConceptual frameworks for understanding how ML loops work \u003c\/li\u003e\n\u003cli\u003eEffective productionization, and how it can be made easily monitorable, deployable, and operable \u003c\/li\u003e\n\u003cli\u003eWhy ML systems make production troubleshooting more difficult, and how to get around them \u003c\/li\u003e\n\u003cli\u003eHow ML, product, and production teams can communicate effectively \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/25\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098106225\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 350","brand":"Cathy Chen, Niall Murphy, Kranti Parisa","offers":[{"title":"Default Title","offer_id":42389513076917,"sku":"9781098106225","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_1cb943c8-1fea-46c3-ac73-be9f7f4bb7e8.jpg?v=1663681635","url":"https:\/\/pastforward.org\/products\/reliable-machine-learning-applying-sre-principles-to-ml-in-production-9781098106225","provider":"Past Forward","version":"1.0","type":"link"}