Data Science: Techniques and Intelligent Applications

This book covers the topic of data science in a comprehensive manner and synthesizes both fundamental and advanced topics of a research area that has now reached its maturity. The book starts with the basic concepts of data science. It highlights the types of data and their use and importance, followed by a discussion on a wide range of applications of data science and widely used techniques in data science.

Key Features

- Provides an internationally respected collection of scientific research methods, technologies and applications in the area of data science.

- Presents predictive outcomes by applying data science techniques to real-life applications.

- Provides readers with the tools, techniques and cases required to excel with modern artificial intelligence methods.

- Gives the reader a variety of intelligent applications that can be designed using data science and its allied fields.

The book is aimed primarily at advanced undergraduates and graduates studying machine learning and data science. Researchers and professionals will also find this book useful.

這本書全面介紹了資料科學的主題，綜合了這個已經成熟的研究領域的基礎和高級主題。書籍從資料科學的基本概念開始，強調了不同類型的資料及其使用和重要性，接著討論了資料科學的廣泛應用和常用技術。

主要特點：
- 提供了國際上受人尊敬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實際應用案例，呈現預測結果。
- 為讀者提供了掌握現代人工智慧方法所需的工具、技術和案例。
- 提供了多種可以使用資料科學及其相關領域設計的智能應用。

這本書主要針對研究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很有用。

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是印度孟買納維市的Ramrao Adik Institute of Technology, D Y Patil Deemed to be University的副教授。她從事學術工作已有16年，專注於數據科學和網絡安全領域。在她的學術旅程中，她與Springer、Elsevier、CRC Press和Inderscience等知名出版商合作發表了數據科學和安全領域的研究成果。她已出版了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位博士研究學者在相同領域進行研究。她於2017年從印度納格浦爾的Rashtrasant Tukadoji Maharaj Nagpur大學獲得博士學位。她在2003年獲得了印度納格浦爾大學計算機工程學士學位的第一名。她獲得了印度大學委員會、印度科學研究委員會和孟買大學的研究資助。她是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，並擔任印度普內的Vishwakarma Institute of Information Technology的人工智能和數據科學系的教授和系主任。他在丹麥奧爾堡大學獲得博士學位並繼續擔任博士後研究員。他擁有21年以上的教學和研究經驗。他是SPPU計算機工程學院和其他大學的課程委員會成員。他擁有9項專利，200多篇研究論文（引用次數-1830，H指數-18），並在Springer、CRC Press、劍橋大學出版社等出版了30多本書籍。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，Inter-science International Journal of Grid and Utility Computing的副編輯，以及IGI Global - International Journal of Ambient Computing and Intelligence的編輯審查委員會成員。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200多場演講。

Dr. Ramchandra Mangrulkar是印度馬哈拉施特拉邦孟買的SVKM's Dwarkadas J. Sanghvi College of Engineering的計算機工程系副教授，他畢業於國家技術研究所羅爾克拉的研究生院，並於2016年在SGB Amravati大學獲得計算機科學和工程博士學位。他在感興趣領域的Taylor and Francis、Springer和IGI Global等出版商發表了50篇論文和24篇書章。他在國內外會議上發表了54篇論文。他還在CRC Press、Taylor and Francis Series等出版了5本書籍。他還擔任許多國際期刊的審稿人，並審查了提交給國際知名出版商的許多書籍提案。他還主持了國內外許多會議。他對於人工智能教育、網絡模擬器2、研究創新工具和LaTeX＆Overleaf等方面的工作均表現出濃厚的興趣。他還獲得了普內特別犯罪分部普內和警察局的感謝狀，並且廣播媒體對他指導的有關人臉識別系統的項目工作進行了廣泛宣傳。他還在印度新德里的AICTE研究促進計劃中獲得了35萬盧比的資助，用於延遲容忍混合網絡的安全節能路由協議項目。他還在NMIMS's MPSTE Mumbai和DY Patil's RAIT, Navi Mumbai擔任內部論文指導顧問。他還在SGB Amravati大學和RTM Nagpur大學擔任博士論文評審的外部裁判。他是B的活躍成員