Integration of Internet of Things and Machine Learning: Design Models, Architectures and Application
暫譯: 物聯網與機器學習的整合：設計模型、架構與應用
Khan, Mudassir, Shaik, Fahimuddin, Karimullah, Shaik
- 出版商: CRC
- 出版日期: 2026-02-19
- 售價: $7,970
- 貴賓價: 9.8 折 $7,810
- 語言: 英文
- 頁數: 522
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 104106294X
- ISBN-13: 9781041062943
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相關分類:
Maker、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
商品描述
The book highlights the importance of using machine learning algorithms for smart intelligent devices, security and privacy issues of the Internet of Things
- Discusses comprehensively topics such as sensor data collection, data preprocessing, feature extraction, and model training.
- Offers simplified explanations of algorithms like neural networks, decision trees, and clustering techniques, making them accessible to readers with limited technical background.
- Showcases practical insights by presenting real-world applications of the Internet of Things, and machine learning in domains such as smart homes, healthcare, transportation, and manufacturing.
- Covers issues such as data quality, model overfitting, security vulnerabilities, and scalability. Includes tutorials on setting up Internet of Things devices, collecting and preprocessing data, and building machine learning models.
The text is primarily written for senior undergraduates, graduate students, and academic researchers in electrical engineering, electronics and communications engineering, computer science and engineering, and information technology.
商品描述(中文翻譯)
本書強調了在智慧型裝置中使用機器學習演算法的重要性，以及物聯網的安全性和隱私問題。
- 全面討論感測器數據收集、數據預處理、特徵提取和模型訓練等主題。
- 提供神經網絡、決策樹和聚類技術等演算法的簡化解釋，使其對技術背景有限的讀者更易於理解。
- 通過展示物聯網和機器學習在智慧家庭、醫療保健、交通運輸和製造等領域的實際應用，提供實用的見解。
- 涵蓋數據質量、模型過擬合、安全漏洞和可擴展性等問題。包括有關設置物聯網裝置、收集和預處理數據以及構建機器學習模型的教程。
本書主要針對電機工程、電子與通訊工程、計算機科學與工程以及資訊科技的高年級本科生、研究生和學術研究人員撰寫。
作者簡介
Mudassir Khan is currently working as an Assistant Professor, in the Department of Computer Science, at King Khalid University Abha, Saudi Arabia. He has more than 13 years of Teaching Experience at the King Khalid University of Saudi Arabia and has published more than 42 papers in International Journals, and conferences. His research interests include big data, the Internet of Things, deep learning, machine learning, fuzzy logic, image processing, cyber security, and cloud computing.
Shaik Karimullah is currently serving as an Assistant Professor, in the Department of Electronics and Communication Engineering, at Annamacharya University, Andhra Pradesh, India. He has published research papers in the field of VLSI, and image processing in journals and conferences. His research interests include VLSI, image processing, wireless communications, and embedded systems. Fahimuddin Shaik is working as an Associate Professor, in the Department of Electronics and Communication Engineering, at Annamacharya University, Andhra Pradesh, India. His areas of research interest include image processing, medical imaging, segmentation, biomedical imaging, digital image processing, and computer vision. He has published research papers in journals and conferences.
Suman Lata Tripathi is working as a Professor at Lovely Professional University with more than 22 years of experience in academics and research. She has published more than 125 research papers in journals, and conference proceedings. Her area of expertise includes microelectronics device modelling and characterization, low-power VLSI circuit design, VLSI design of testing, advanced FET design for the Internet of Things, embedded system design, reconfigurable architecture with FPGAs, and biomedical applications.
作者簡介(中文翻譯)
穆達西爾·汗（Mudassir Khan）目前在沙烏地阿拉伯的阿巴王哈立德大學（King Khalid University Abha）擔任助理教授，任教於計算機科學系。他在沙烏地阿拉伯的阿巴王哈立德大學擁有超過13年的教學經驗，並在國際期刊和會議上發表了超過42篇論文。他的研究興趣包括大數據、物聯網、深度學習、機器學習、模糊邏輯、影像處理、網絡安全和雲計算。
沙伊克·卡里穆拉（Shaik Karimullah）目前在印度安得拉邦的安納馬查里亞大學（Annamacharya University）擔任電子與通信工程系的助理教授。他在VLSI和影像處理領域的期刊和會議上發表了研究論文。他的研究興趣包括VLSI、影像處理、無線通信和嵌入式系統。法希穆丁·沙伊克（Fahimuddin Shaik）在印度安得拉邦的安納馬查里亞大學擔任電子與通信工程系的副教授。他的研究興趣包括影像處理、醫學影像、分割、生物醫學影像、數位影像處理和計算機視覺。他在期刊和會議上發表了研究論文。
蘇曼·拉塔·特里帕提（Suman Lata Tripathi）在洛夫利專業大學（Lovely Professional University）擔任教授，擁有超過22年的學術和研究經驗。她在期刊和會議論文集中發表了超過125篇研究論文。她的專業領域包括微電子設備建模與特性化、低功耗VLSI電路設計、VLSI測試設計、物聯網的先進FET設計、嵌入式系統設計、使用FPGA的可重構架構以及生物醫學應用。
