دانلود کتاب Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Hardware Architectures

Name: Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Hardware Architectures
Availability: InStock
Author: Sudeep Pasricha (editor)
ISBN: 3031195671,9783031195679

by Sudeep Pasricha (editor), Muhammad Shafique (editor)

عنوان فارسی: یادگیری ماشین جاسازی شده برای سایبری فیزیکی، اینترنت اشیا و محاسبات لبه: معماری سخت افزار
ناشر: Springer
سال: 2023
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 426-418
شابک: 3031195671,9783031195679
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 21.81 مگابایت

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جزییات کتاب

This 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.