Data Science: Techniques and Intelligent Applications
暫譯: 資料科學：技術與智慧應用

這本書全面涵蓋了資料科學的主題，綜合了這個已經成熟的研究領域的基本和進階主題。書中首先介紹了資料科學的基本概念，強調了資料的類型及其使用和重要性，接著討論了資料科學的廣泛應用及其常用技術。

主要特色

- 提供國際公認的資料科學領域的科學研究方法、技術和應用的集合。
- 通過將資料科學技術應用於現實生活中的應用，呈現預測結果。
- 為讀者提供所需的工具、技術和案例，以在現代人工智慧方法中脫穎而出。
- 提供讀者各種可以利用資料科學及其相關領域設計的智能應用。

本書主要針對學習機器學習和資料科學的高年級本科生和研究生。研究人員和專業人士也會發現這本書非常有用。

Dr. Pallavi Vijay Chavan is Associate Professor at Ramrao Adik Institute of Technology, D Y Patil Deemed to be University, Navi Mumbai, MH, India. She has been in academics since the past 16 years and working in the area of data science and network security. In her academic journey, she published research work in the data science and security domain with reputed publishers including Springer, Elsevier, CRC press and Inderscience. She has published 1 book, 7+ book chapters, 10+ international journal papers and 30+ international conference papers. Presently she is guiding 5 Ph.D. research scholars in the similar domain. She completed her Ph.D. from Rashtrasant Tukadoji Maharaj Nagpur University, Nagpur, MH, India in 2017. She secured the first merit position in Nagpur University for the degree of B.E. in Computer Engineering in 2003. She is recipient of research grants from UGC, CSIR and University of Mumbai. She is acting as a reviewer for Elsevier, Inderscience journals. Her firm belief is "Teaching is a mission".

Dr Parikshit is a senior member IEEE and is Professor and Head of Department of Artificial Intelligence and Data Science at Vishwakarma Institute of Information Technology, Pune, India. He completed his Ph. D from Aalborg University, Denmark and continued as Post Doc Researcher. He has 21 + years of teaching and research experience. He is member of Board of Studies in Computer Engineering SPPU and various Universities. He has 9 patents, 200+ research publications (citations-1830, H index-18) and authored/edited 30+ books with Springer, CRC Press, Cambridge University Press, etc. He is editor in chief for IGI Global -International Journal of Rough Sets and Data Analysis, Associate Editor for IGI Global - International Journal of Synthetic Emotions, Inter-science International Journal of Grid and Utility Computing, member-Editorial Review Board for IGI Global - International Journal of Ambient Computing and Intelligence. His research interests are Algorithms, Internet of Things, Identity Management and Security. He has delivered 200 plus lectures at national and international level.

Dr. Ramchandra Mangrulkar, being a post graduate from National Institute of Technology, Rourkela, received his PhD in Computer Science and Engineering from SGB Amravati University, Amravati in 2016. At present, he is working as an Associate Professor in the Department of Computer Engineering at SVKM's Dwarkadas J. Sanghvi College of Engineering, Mumbai (Autonomous college affiliated to University of Mumbai), Maharashtra, India. Dr. Ramchandra Mangrulkar has published 50 papers and 24 book chapters with Taylor and Francis, Springer and IGI Global in the field of interest. He has presented 54 papers in national and international conferences. He has also edited 5 books with CRC Press, Taylor and Francis Series. He has also worked as Reviewer in many international journals and also reviewed many book proposals submitted to publishers of international repo. He has also chaired many sessions in national and international conferences. He has also shown keen interest in conducting and organizing workshops on Artificial Intelligence BoT in Education, Network Simulator 2, Innovative tools for Research and LaTeX & Overleaf. He has also received certification of appreciation from DIG Special Crime Branch Pune and Superintendent of Police and broadcasting media gives wide publicity for the project work guided by him on the topic "Face Recognition System". He has also received grant in aid of Rs. 3.5 laks under Research Promotion Scheme of AICTE, New Delhi for the project "Secured Energy Efficient Routing Protocol for Delay Tolerant Hybrid Network". He is also working as internal thesis advisor at NMIMS's MPSTE Mumbai and DY Patil's RAIT, Navi Mumbai. He also worked as external referee for PhD thesis evaluation at SGB Amravati University and RTM Nagpur University. He is an active member of the Board of Studies in various universities and autonomous institutes in India.

Dr. Idongesit WILLIAMS is an Assistant Professor at Aalborg University Copenhagen. He holds a Bachelor in Physics, a Master degree in Information and Communications Technologies and a Ph.D. He has since 2010 researched into socio-economic, socio-technical related to Information and Communications Technologies. His research areas include the following. The facilitation of telecom and ICT infrastructure using Public Private Partnerships; the development and the sustenance of Community-Based Networks, e-government implementation; Science and Technology Studies; gender adoption of ICTs; Organizational adoption of ICTs; User experience with ICTs and Organizational Learning He has authored more than 60 research publications, including journal papers, books, book chapters, conference papers and magazine articles. He is the co-editor of the Book, The African Mobile Story. He has delivered presentations at conferences and also helped in organizing conferences such as the CMI annual conference and the CMI/GTUC conferences.

Dr. Pallavi Vijay Chavan 是印度孟買 Navi Mumbai 的 D Y Patil 被認可大學 Ramrao Adik 工程學院的副教授。她在學術界已有 16 年的經歷，專注於數據科學和網絡安全領域。在她的學術旅程中，她在數據科學和安全領域發表了多篇研究作品，與包括 Springer、Elsevier、CRC Press 和 Inderscience 等知名出版商合作。她已出版 1 本書、7 篇以上的書章、10 篇以上的國際期刊論文和 30 篇以上的國際會議論文。目前，她正在指導 5 位在相似領域的博士研究生。她於 2017 年在印度 Nagpur 的 Rashtrasant Tukadoji Maharaj Nagpur University 獲得博士學位。她在 2003 年獲得 Nagpur 大學計算機工程學士學位時，名列第一。她曾獲得 UGC、CSIR 和孟買大學的研究補助金。她擔任 Elsevier 和 Inderscience 期刊的審稿人。她堅信「教學是一項使命」。

Dr. Parikshit 是 IEEE 的高級會員，並擔任印度浦那 Vishwakarma 信息技術學院人工智慧與數據科學系的教授及系主任。他在丹麥的 Aalborg University 獲得博士學位後，繼續擔任博士後研究員。他擁有超過 21 年的教學和研究經驗。他是 SPPU 計算機工程學科委員會及多所大學的成員。他擁有 9 項專利，200 以上的研究出版物（引用次數 1830，H 指數 18），並與 Springer、CRC Press、劍橋大學出版社等共同編著或編輯 30 本以上的書籍。他是 IGI Global - International Journal of Rough Sets and Data Analysis 的主編，IGI Global - International Journal of Synthetic Emotions 的副編輯，以及 Inter-science International Journal of Grid and Utility Computing 的編輯委員會成員。他的研究興趣包括算法、物聯網、身份管理和安全。他在國內外發表了超過 200 場講座。

Dr. Ramchandra Mangrulkar 是國立技術學院 Rourkela 的碩士畢業生，於 2016 年在 SGB Amravati University 獲得計算機科學與工程博士學位。目前，他在印度馬哈拉施特拉邦孟買的 SVKM's Dwarkadas J. Sanghvi 工程學院計算機工程系擔任副教授（該學院為孟買大學的自主學院）。Dr. Ramchandra Mangrulkar 在相關領域發表了 50 篇論文和 24 篇書章，與 Taylor and Francis、Springer 和 IGI Global 合作。他在國內外會議上發表了 54 篇論文。他還編輯了 5 本書，與 CRC Press 和 Taylor and Francis 系列合作。他曾擔任多個國際期刊的審稿人，並審查了多個提交給國際出版社的書籍提案。他在多個國內外會議中擔任過會議主席。他對於舉辦和組織有關教育中的人工智慧 BoT、網絡模擬器 2、研究創新工具以及 LaTeX 和 Overleaf 的工作坊表現出濃厚的興趣。他還獲得了來自 DIG 特別犯罪分支浦那和警察局長的感謝證書，並且媒體廣泛報導了他指導的「人臉識別系統」項目。他還獲得了 AICTE 新德里的研究促進計劃下的 3.5 萬盧比資助，用於「延遲容忍混合網絡的安全能源高效路由協議」項目。他目前在 NMIMS 的 MPSTE 學院和 DY Patil 的 RAIT 擔任內部論文顧問。他還擔任 SGB Amravati University 和 RTM Nagpur University 的博士論文評審外部評審。他是印度多所大學和自主機構學科委員會的活躍成員。

Dr. Idongesit WILLIAMS 是阿爾堡大學哥本哈根的助理教授。他擁有物理學學士學位、信息與通信技術碩士學位和博士學位。自 2010 年以來，他一直研究與信息和通信技術相關的社會經濟和社會技術問題。他的研究領域包括：利用公私合夥關係促進電信和 ICT 基礎設施；社區網絡的發展和維護；電子政府的實施；科學與技術研究；性別對 ICT 的採用；組織對 ICT 的採用；用戶對 ICT 的體驗和組織學習。他已發表超過 60 篇研究出版物，包括期刊論文、書籍、書章、會議論文和雜誌文章。他是《非洲移動故事》一書的共同編輯。他在會議上發表過演講，並協助組織 CMI 年會和 CMI/GTUC 會議。