Multimedia Data Processing and Computing
暫譯: 多媒體數據處理與計算
Swarnkar, Suman, Patra, J. P., Tran, Tien Anh
- 出版商: CRC
- 出版日期: 2023-11-28
- 售價: $4,660
- 貴賓價: 9.5 折 $4,427
- 語言: 英文
- 頁數: 176
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032469315
- ISBN-13: 9781032469317
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book focuses on different applications of multimedia with supervised and unsupervised data engineering in the modern world. It includes AI-based soft computing and machine techniques in the field of medical diagnosis, biometrics, networking, manufacturing, data science, automation in electronics industries, and many more relevant fields.
Multimedia Data Processing and Computing provides a complete introduction to machine learning concepts, as well as practical guidance on how to use machine learning tools and techniques in real-world data engineering situations. It is divided into three sections. In this book on multimedia data engineering and machine learning, the reader will learn how to prepare inputs, interpret outputs, appraise discoveries, and employ algorithmic strategies that are at the heart of successful data mining. The chapters focus on the use of various machine learning algorithms, neural net- work algorithms, evolutionary techniques, fuzzy logic techniques, and deep learning techniques through projects, so that the reader can easily understand not only the concept of different algorithms but also the real-world implementation of the algorithms using IoT devices. The authors bring together concepts, ideas, paradigms, tools, methodologies, and strategies that span both supervised and unsupervised engineering, with a particular emphasis on multimedia data engineering. The authors also emphasize the need of developing a foundation of machine learning expertise in order to deal with a variety of real-world case studies in a variety of sectors such as biological communication systems, healthcare, security, finance, and economics, among others. Finally, the book also presents real-world case studies from machine learning ecosystems to demonstrate the necessary machine learning skills to become a successful practitioner.
The primary users for the book include undergraduate and postgraduate students, researchers, academicians, specialists, and practitioners in computer science and engineering.
商品描述(中文翻譯)
這本書專注於多媒體在現代世界中應用的不同方面，結合了監督式和非監督式數據工程。內容涵蓋了基於人工智慧的軟計算和機器技術，應用於醫療診斷、生物識別、網絡、製造、數據科學、電子產業自動化等多個相關領域。
《多媒體數據處理與計算》提供了機器學習概念的完整介紹，以及在現實數據工程情境中如何使用機器學習工具和技術的實用指導。書籍分為三個部分。在這本關於多媒體數據工程和機器學習的書中，讀者將學習如何準備輸入、解釋輸出、評估發現，並運用算法策略，這些策略是成功數據挖掘的核心。各章節專注於使用各種機器學習算法、神經網絡算法、演化技術、模糊邏輯技術和深度學習技術，通過專案讓讀者不僅能輕鬆理解不同算法的概念，還能了解使用物聯網設備實現這些算法的現實應用。作者將監督式和非監督式工程的概念、想法、範式、工具、方法論和策略結合在一起，特別強調多媒體數據工程。作者還強調了建立機器學習專業知識基礎的必要性，以應對生物通信系統、醫療保健、安全、金融和經濟等多個領域的各種現實案例研究。最後，書中還展示了來自機器學習生態系統的現實案例研究，以展示成為成功從業者所需的機器學習技能。
本書的主要讀者包括本科生和研究生、研究人員、學者、專家以及計算機科學和工程領域的從業者。
作者簡介
Dr. Suman Kumar Swarnkar received a Ph.D. (CSE) degree in 2021 from Kalinga University, Nayaraipur. He received his M.Tech. (CSE) degree in 2015 from the Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal, India.He is currently associated with Chhatrapati Shivaji Institute of Technology, Durg, India as an Assistant Professor in Computer Science & Engineering Department.
Dr J P Patra is a Professor at Shri Shankaracharya Institute of Professional Management and Technology, Raipur, under Chhattisgarh Swami Vivekanand Technical University, Bhilai, India. He has more than 17 years of experience in research, teaching in the areas of Artificial Intelligence, Analysis and Design of Algorithms, Cryptography, and Network Security.
Dr. Tien Anh Tran, is an Assistant Professor at Department of Marine Engineering, Vietnam Maritime University, Haiphong City, Vietnam. He graduated B.Eng. and M.Sc in Marine Engineering from Vietnam Maritime University, Haiphong City, Vietnam. He received the Ph.D. degree at Wuhan University of Technology, Wuhan City, People's Republic of China in 2018.
Dr. Bharat Bhushan is an Assistant Professor of Department of Computer Science and Engineering (CSE) at School of Engineering and Technology, Sharda University, Greater Noida, India. He received his Undergraduate Degree (B-Tech in Computer Science and Engineering) with Distinction in 2012, he received his Postgraduate Degree (M-Tech in Information Security) with Distinction in 2015 and Doctorate Degree (PhD Computer Science and Engineering) in 2021 from Birla Institute of Technology, Mesra, India. He has earned numerous international certifications such as CCNA, MCTS, MCITP, RHCE and CCNP.
Dr. Santosh Biswas completed B.Tech in Computer Science and Engineering from NIT Durgapur in the year 2001. Following that he received the degree of MS (by Research) and PhD from IIT Kharagpur in the year 2004 and 2008, respectively. After that he is working as a faculty member in the Department of Computer Science and Engineering, IIT Guwahati for seven years, where he is currently an associate professor. His research interests are VLSI testing, Embedded Systems, Fault Tolerance and Network Security. Dr. Biswas has revived several awards namely, Young Engineer Award by Center for Education Growth and Research (CEGR) 2014 for contribution to Teaching and Education, IEI young engineer award 2013-14, Microsoft outstanding young faculty award 2008-09, Infineon India Best Master's Thesis sward 2014 etc. Contribution to Research and Higher education.
作者簡介(中文翻譯)
Dr. Suman Kumar Swarnkar於2021年獲得Kalinga University, Nayaraipur的計算機科學與工程（CSE）博士學位。他於2015年獲得印度博帕爾的Rajiv Gandhi Proudyogiki Vishwavidyalaya的計算機科學與工程（CSE）碩士學位。目前，他在印度杜爾格的Chhatrapati Shivaji Institute of Technology擔任計算機科學與工程系的助理教授。
Dr. J P Patra是印度比哈爾的Chhattisgarh Swami Vivekanand Technical University下的Shri Shankaracharya Institute of Professional Management and Technology的教授。他在人工智慧、演算法分析與設計、密碼學和網路安全等領域擁有超過17年的研究和教學經驗。
Dr. Tien Anh Tran是越南海防市越南海事大學海洋工程系的助理教授。他在越南海事大學獲得海洋工程的學士和碩士學位。2018年，他在中華人民共和國武漢科技大學獲得博士學位。
Dr. Bharat Bhushan是印度大諾伊達Sharda University工程與技術學院計算機科學與工程（CSE）系的助理教授。他於2012年以優異成績獲得計算機科學與工程的本科學位（B-Tech），並於2015年以優異成績獲得資訊安全的碩士學位（M-Tech），在2021年獲得計算機科學與工程的博士學位（PhD）來自印度Mesra的Birla Institute of Technology。他獲得了多項國際認證，如CCNA、MCTS、MCITP、RHCE和CCNP。
Dr. Santosh Biswas於2001年在NIT Durgapur獲得計算機科學與工程的學士學位（B.Tech）。隨後，他於2004年和2008年分別在IIT Kharagpur獲得研究碩士（MS）和博士（PhD）學位。之後，他在IIT Guwahati的計算機科學與工程系擔任教職，至今已有七年，目前是副教授。他的研究興趣包括VLSI測試、嵌入式系統、容錯和網路安全。Dr. Biswas曾獲得多項獎項，包括2014年由教育成長與研究中心（CEGR）頒發的青年工程師獎，以表彰其在教學和教育方面的貢獻，2013-14年IEI青年工程師獎，2008-09年微軟傑出青年教師獎，以及2014年英飛凌印度最佳碩士論文獎等，對研究和高等教育的貢獻。
