{"product_id":"machine-learning-production-systems-engineering-machine-learning-models-and-pipelines-9781098156015","title":"Machine Learning Production Systems: Engineering Machine Learning Models and Pipelines","description":"\u003cp\u003eUsing machine learning for products, services, and critical business processes is quite different from using ML in an academic or research setting--especially for recent ML graduates and those moving from research to a commercial environment. Whether you currently work to create products and services that use ML, or would like to in the future, this practical book gives you a broad view of the entire field. \u003c\/p\u003e\u003cp\u003e Authors Robert Crowe, Hannes Hapke, Emily Caveness, and Di Zhu help you identify topics that you can dive into deeper, along with reference materials and tutorials that teach you the details. You'll learn the state of the art of machine learning engineering, including a wide range of topics such as modeling, deployment, and MLOps. You'll learn the basics and advanced aspects to understand the production ML lifecycle. \u003c\/p\u003e\u003cp\u003e This book provides four in-depth sections that cover all aspects of machine learning engineering: \u003c\/p\u003e\u003cul\u003e \u003cli\u003e\n\u003cb\u003eData: \u003c\/b\u003e collecting, labeling, validating, automation, and data preprocessing; data feature engineering and selection; data journey and storage \u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eModeling: \u003c\/b\u003e high performance modeling; model resource management techniques; model analysis and interoperability; neural architecture search \u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeployment: \u003c\/b\u003e model serving patterns and infrastructure for ML models and LLMs; management and delivery; monitoring and logging \u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eProductionalizing: \u003c\/b\u003e ML pipelines; classifying unstructured texts and images; genAI model pipelines \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-1028608\"\u003eRobert Crowe\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-11228750\"\u003eHannes Hapke\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-16885881\"\u003eEmily Caveness\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/03\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 472\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.65lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.95d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781098156015\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1098156013\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM005030\"\u003eBusiness \u0026amp; Productivity Software | Business Intelligence\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM004000\"\u003eArtificial Intelligence | General\u003c\/a\u003e\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":48109130449133,"sku":"9781098156015","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/files\/img_6800d883-a969-403a-8d3b-05dae57017a5.jpg?v=1747593956","url":"https:\/\/sureshotbooks.com\/es\/products\/machine-learning-production-systems-engineering-machine-learning-models-and-pipelines-9781098156015","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}