{"product_id":"9783031399343","title":"Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Software Optimizations and Hardware\/Software Codesign","description":"\u003ch1\u003eEmbedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Software Optimizations and Hardware\/Software Codesign\u003c\/h1\u003e \u003ch2\u003ePasricha, Sudeep; Shafique, Muhammad\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cdiv\u003eThis book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits.\u003c\/div\u003e\u003cdiv\u003e\u003cul\u003e\n\u003cli\u003eDiscusses efficient implementation of machine learning in embedded, CPS, IoT, and edge computing;\u003c\/li\u003e\n\u003cli\u003eOffers comprehensive coverage of hardware design, software design, and hardware\/software co-design and co-optimization;\u003c\/li\u003e\n\u003cli\u003eDescribes real applications todemonstrate how embedded, CPS, IoT, and edge applications benefit from machine learning.\u003c\/li\u003e\n\u003c\/ul\u003e\u003c\/div\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2024-10-11\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031399343\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-39932-9\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 477\u003c\/p\u003e ","brand":"Springer Nature Switzerland","offers":[{"title":"Default Title","offer_id":48002970255500,"sku":"9783031399343","price":143.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031399343.jpg?v=1777385957","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031399343","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}