Artificial Intelligence Applications and Reconfigurable Architectures
暫譯: 人工智慧應用與可重構架構

Bhandari, Sheetal Umesh, Thakare, Anuradha D.

  • 出版商: Wiley-Scrivener
  • 出版日期: 2023-03-14
  • 售價: $6,530
  • 貴賓價: 9.8$6,399
  • 語言: 英文
  • 頁數: 240
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1119857295
  • ISBN-13: 9781119857297
  • 相關分類: Machine Learning
  • 無法訂購

相關主題

商品描述

ARTIFICIAL INTELLIGENCE APPLICATIONS and RECONFIGURABLE ARCHITECTURES

The primary goal of this book is to present the design, implementation, and performance issues of AI applications and the suitability of the FPGA platform.

This book covers the features of modern Field Programmable Gate Arrays (FPGA) devices, design techniques, and successful implementations pertaining to AI applications. It describes various hardware options available for AI applications, key advantages of FPGAs, and contemporary FPGA ICs with software support. The focus is on exploiting parallelism offered by FPGA to meet heavy computation requirements of AI as complete hardware implementation or customized hardware accelerators. This is a comprehensive textbook on the subject covering a broad array of topics like technological platforms for the implementation of AI, capabilities of FPGA, suppliers' software tools and hardware boards, and discussion of implementations done by researchers to encourage the AI community to use and experiment with FPGA.

Readers will benefit from reading this book because

  • It serves all levels of students and researcher's as it deals with the basics and minute details of Ecosystem Development Requirements for Intelligent applications with reconfigurable architectures whereas current competitors' books are more suitable for understanding only reconfigurable architectures.
  • It focuses on all aspects of machine learning accelerators for the design and development of intelligent applications and not on a single perspective such as only on reconfigurable architectures for IoT applications.
  • It is the best solution for researchers to understand how to design and develop various AI, deep learning, and machine learning applications on the FPGA platform.
  • It is the best solution for all types of learners to get complete knowledge of why reconfigurable architectures are important for implementing AI-ML applications with heavy computations.

Audience

Researchers, industrial experts, scientists, and postgraduate students who are working in the fields of computer engineering, electronics, and electrical engineering, especially those specializing in VLSI and embedded systems, FPGA, artificial intelligence, Internet of Things, and related multidisciplinary projects.

商品描述(中文翻譯)

人工智慧應用 可重構架構

本書的主要目標是介紹人工智慧應用的設計、實作及性能問題,以及FPGA平台的適用性。

本書涵蓋了現代現場可編程閘陣列(FPGA)設備的特性、設計技術以及與人工智慧應用相關的成功實作。它描述了可用於人工智慧應用的各種硬體選項、FPGA的主要優勢,以及當前具有軟體支援的FPGA集成電路。重點在於利用FPGA所提供的平行處理能力,以滿足人工智慧的高計算需求,無論是作為完整的硬體實作或是定制的硬體加速器。本書是該主題的綜合教科書,涵蓋了廣泛的主題,如人工智慧實作的技術平台、FPGA的能力、供應商的軟體工具和硬體板,以及研究人員的實作討論,以鼓勵人工智慧社群使用和實驗FPGA。

讀者閱讀本書將獲益良多,因為


  • 本書適合所有層級的學生和研究人員,因為它處理了可重構架構的智能應用生態系統開發需求的基本概念和細節,而目前競爭對手的書籍則更適合僅理解可重構架構。
  • 本書專注於機器學習加速器的所有方面,以設計和開發智能應用,而不僅僅是針對物聯網應用的可重構架構。
  • 本書是研究人員理解如何在FPGA平台上設計和開發各種人工智慧、深度學習和機器學習應用的最佳解決方案。
  • 本書是所有類型學習者獲得為何可重構架構對於實作具有高計算需求的AI-ML應用重要的完整知識的最佳解決方案。

讀者對象

研究人員、業界專家、科學家及研究生,特別是那些專注於計算機工程、電子學和電氣工程領域,尤其是VLSI和嵌入式系統、FPGA、人工智慧、物聯網及相關多學科專案的專業人士。

作者簡介

Anuradha Thakare, PhD, is a Dean of International Relations and Professor in the Department of Computer Engineering at Pimpri Chinchwad College of Engineering, Pune, India. She has more than 22 years of experience in academics and research and has published more than 80 research articles in SCI journals as well several books.

Sheetal Bhandari, PhD, received her degree in the area of reconfigurable computing. She is a postgraduate in electronics engineering from the University of Pune with a specialization in digital systems. She is working as a professor in the Department of Electronics and Telecommunication Engineering and Dean of Academics at Pimpri Chinchwad College of Engineering. Her research area concerns reconfigurable computing and embedded system design around FPGA HW-SW Co-Design.

作者簡介(中文翻譯)

Anuradha Thakare, PhD, 是印度浦那Pimpri Chinchwad工程學院計算機工程系的國際關係院長及教授。她在學術和研究方面擁有超過22年的經驗,並在SCI期刊上發表了超過80篇研究文章以及幾本書籍。

Sheetal Bhandari, PhD,獲得了可重構計算領域的學位。她是浦那大學電子工程碩士,專攻數位系統。她目前擔任Pimpri Chinchwad工程學院電子與電信工程系的教授及學術院長。她的研究領域涉及可重構計算和基於FPGA的硬體-軟體共同設計的嵌入式系統設計。