Machine Learning and Iot for Intelligent Systems and Smart Applications
暫譯: 智能系統與智慧應用的機器學習與物聯網
P, Madhumathy, Kumar, M. Vinoth, Umamaheswari, R.
- 出版商: CRC
- 出版日期: 2021-11-25
- 售價: $4,910
- 貴賓價: 9.5 折 $4,665
- 語言: 英文
- 頁數: 228
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032047232
- ISBN-13: 9781032047232
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相關分類:
Machine Learning、物聯網 IoT
海外代購書籍(需單獨結帳)
商品描述
The fusion of AI and IoT enables the systems to be predictive, prescriptive, and autonomous, and this convergence has evolved the nature of emerging applications from being assisted to augmented, and ultimately to autonomous intelligence. This book discusses algorithmic applications in the field of machine learning and IoT with pertinent applications. It further discusses challenges and future directions in the machine learning area and develops understanding of its role in technology, in terms of IoT security issues. Pertinent applications described include speech recognition, medical diagnosis, optimizations, predictions, and security aspects.
Features:
- Focuses on algorithmic and practical parts of the artificial intelligence approaches in IoT applications.
- Discusses supervised and unsupervised machine learning for IoT data and devices.
- Presents an overview of the different algorithms related to Machine learning and IoT.
- Covers practical case studies on industrial and smart home automation.
- Includes implementation of AI from case studies in personal and industrial IoT.
This book aims at Researchers and Graduate students in Computer Engineering, Networking Communications, Information Science Engineering, and Electrical Engineering.
商品描述(中文翻譯)
人工智慧(AI)與物聯網(IoT)的融合使系統具備預測、處方和自主的能力,這一趨勢使新興應用的性質從輔助演變為增強,最終達到自主智能。本書討論了機器學習和物聯網領域中的演算法應用,並提供相關應用的探討。進一步討論了機器學習領域中的挑戰和未來方向,並發展對其在技術中角色的理解,特別是在物聯網安全問題方面。相關應用包括語音識別、醫療診斷、優化、預測和安全性方面。
特色:
- 專注於物聯網應用中人工智慧方法的演算法和實務部分。
- 討論針對物聯網數據和設備的監督式和非監督式機器學習。
- 提供與機器學習和物聯網相關的不同演算法概述。
- 涵蓋工業和智慧家庭自動化的實務案例研究。
- 包括個人和工業物聯網案例研究中的人工智慧實作。
本書的目標讀者為計算機工程、網路通訊、資訊科學工程及電機工程的研究人員和研究生。
作者簡介
Dr. Madhumathy P is working as a Professor at Dayananda Sagar Academy of Technology and Management, Bengaluru, Karnataka, India. She completed her engineering from Anna University in 2006. M.E (gold medalist) from AVIT in 2009 and Ph.D. from Anna University in 2015. She has rich experience in teaching for about 14 years. Her area of interests includes Computer Networks, Wireless Communication, Wireless sensor Networks, Internet of Things, Wireless Channel Modeling, Mobile Communication and topics related to Networks and Wireless Communication domains. She has published more than 75 papers in international, national journals and conferences. She is a life member in ISTE and senior member from IEEE. She serves as a reviewer for IEEE, IET, Springer, Inderscience and Elsevier journals. She has registered and published three Indian patent. She has received a grant for the title A Complex Programmable Logic Device Based Green House Monitoring System for Agriculture from VGST, Govt. of Karnataka, under SMYSR program, Published a book titled Computer Communication Networks with ISBN number 978-81-937245-1-4. Acted as publication chair for international IEEE conference held at DSATM. She has conducted and coordinated many workshops and FDPs.
Dr. M Vinoth Kumar, obtained his Bachelor's degree in Computer Science and Engineering from Periyar University, Salem, Tamilnadu, India. He obtained his Master's degree in Computer Science and Engineering and PhD in Computer Science majoring in Agent Programming from Anna University, Chennai, Tamilnadu, India. Currently, he is an Associate professor at the Faculty of Information Science and Engineering, Dayananda Sagar Academy of Technology and Management, Bangalore, Karnataka, India. His specializations includes Artificial Intelligence, Machine learning and Big Data Computing. His current research interests are convolutional neural network and medical image processing. He has published 45 research papers in reputed national, International journals and conferences. He has filed 6 innovative patents and 1 patent is granted by Indian patent office. He is the reviewer and editorial member in Indexed national and International Journals. He is the life member of Computer Society of India(CSI), Indian Science Congress Association(ISCA) and associate member of Institute of Engineers(India), Indian Society of Technical Education(ISTE).
Dr. R. Umamaheswari, currently working as Assistant Professor in Department of Electronics & Instrumentation Engineering at SRM Valliammai Engineering College, Kattankulathur, Tamilnadu, India. She has completed her Ph. D in the field of wireless communication in the year 2017 from Anna University. She completed her Masters in VLSI Design Engineering (2011) from Anna University and Bachelors in Electronics and Instrumentation Engineering (2004) from Madras University. She received gold medal in her Master's Degree. She has more than 10 years of teaching experience. She specializes herself in the core area of soft computing techniques. She is an innovative person with deep knowledge in Artificial Intelligence, Neuro-fuzzy systems and IoT. She has published more than 25 research articles in national and international journals. She has published three text books for Basic electrical, electronics and instrumentation engineering for second semester anna university syllabus. She has filed three patents in India. She has organized guest lecture, seminars, faculty development programme under the banner of All India Council of Technical Education (AICTE). She delivered guest lecture in various institutions and also shared various chair-positions in conferences, seminars. She is Life Member of professional societies like ISTE, ISC, CSI, IAENG.
作者簡介(中文翻譯)
Dr. Madhumathy P 目前擔任印度卡納塔克邦班加羅爾的Dayananda Sagar科技與管理學院教授。她於2006年從安娜大學完成工程學學位,2009年獲得AVIT的碩士學位(金牌得主),並於2015年從安娜大學獲得博士學位。她擁有約14年的教學經驗,研究領域包括計算機網絡、無線通信、無線傳感器網絡、物聯網、無線信道建模、移動通信以及與網絡和無線通信相關的主題。她在國際和國內期刊及會議上發表了超過75篇論文。她是ISTE的終身會員,並且是IEEE的高級會員。她擔任IEEE、IET、Springer、Inderscience和Elsevier期刊的審稿人。她已註冊並發表了三項印度專利。她獲得了來自卡納塔克邦政府VGST的資助,題目為「基於複雜可編程邏輯設備的農業溫室監控系統」,並出版了名為《計算機通信網絡》的書籍,ISBN號碼為978-81-937245-1-4。她曾擔任在DSATM舉辦的國際IEEE會議的出版主席,並主持和協調了多個研討會和教學發展計劃(FDP)。
Dr. M Vinoth Kumar 於印度泰米爾納德邦塞勒姆的Periyar大學獲得計算機科學與工程學士學位,並在安娜大學(印度金奈)獲得計算機科學與工程碩士學位及計算機科學博士學位,專攻代理程式設計。目前,他是Dayananda Sagar科技與管理學院資訊科學與工程系的副教授。他的專業領域包括人工智慧、機器學習和大數據計算。他目前的研究興趣為卷積神經網絡和醫學影像處理。他在知名的國內外期刊和會議上發表了45篇研究論文,並申請了6項創新專利,其中1項已獲得印度專利局的批准。他是多個國內外期刊的審稿人和編輯成員,並且是印度計算機學會(CSI)、印度科學大會(ISCA)的終身會員,以及印度工程師學會(Institute of Engineers)和印度技術教育學會(ISTE)的副會員。
Dr. R. Umamaheswari 目前在印度泰米爾納德邦Kattankulathur的SRM Valliammai工程學院電子與儀器工程系擔任助理教授。她於2017年從安娜大學獲得無線通信領域的博士學位,並於2011年從安娜大學獲得VLSI設計工程碩士學位,2004年從馬德拉斯大學獲得電子與儀器工程學士學位。她在碩士學位中獲得金牌。她擁有超過10年的教學經驗,專注於軟計算技術的核心領域。她是一位具有創新精神的人,對人工智慧、神經模糊系統和物聯網擁有深厚的知識。她在國內外期刊上發表了超過25篇研究文章,並為安娜大學第二學期課程出版了三本基礎電氣、電子和儀器工程的教科書。她在印度申請了三項專利,並在全印度技術教育委員會(AICTE)的旗幟下組織了客座講座、研討會和教學發展計劃。她在各大機構進行了客座講座,並在會議和研討會中擔任多個主席職位。她是ISTE、ISC、CSI、IAENG等專業學會的終身會員。