{"product_id":"designing-machine-learning-systems-an-iterative-process-for-production-ready-applications","title":"Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications","description":"\u003cp data-pm-slice=\"1 1 []\"\u003e\u003cspan\u003eDiscover the essential principles of building reliable and scalable machine learning applications with \u003c\/span\u003e\u003cem\u003e\u003cspan\u003eDesigning Machine Learning Systems\u003c\/span\u003e\u003c\/em\u003e\u003cspan\u003e by Chip Huyen. This practical guide explores the complete process of designing, developing, deploying, and maintaining machine learning systems in real-world environments.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eThe book takes a holistic approach to machine learning engineering, explaining how to work with training data, select appropriate features, evaluate model performance, automate model development, and monitor systems after deployment.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eThrough real-world case studies, practical examples, and an iterative framework, readers learn how to build machine learning systems that are reliable, adaptable, maintainable, and aligned with business requirements.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cspan\u003eKey Highlights:\u003c\/span\u003e\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul data-spread=\"false\"\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eUnderstand the complete machine learning system lifecycle.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eLearn effective data engineering and feature selection.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eExplore model development, evaluation, and deployment.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eBuild monitoring systems for production applications.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eUnderstand machine learning infrastructure and platforms.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eExplore responsible AI and machine learning practices.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cspan\u003eLearn from practical industry examples and case studies.\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cspan\u003eIdeal for data scientists, machine learning engineers, software developers, AI professionals, and students looking to develop practical skills in production-level machine learning.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e","brand":"TheeliteBooks.com","offers":[{"title":"Default Title","offer_id":54871335469340,"sku":"BBO-062","price":39.86,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0967\/8261\/4812\/files\/MACHINE3.png?v=1794205834","url":"https:\/\/theelitebooks.com\/products\/designing-machine-learning-systems-an-iterative-process-for-production-ready-applications","provider":"TheeliteBooks.com","version":"1.0","type":"link"}