Data-Centric Artificial Intelligence for Multidisciplinary Applications

本書探討了在多學科領域中，相對於以模型為中心的方法，以數據為中心的人工智慧方法的需求和應用。

Dr. Parikshit N. Mahalle is a senior member of the 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 at CMI, Copenhagen, Denmark. He has 23+ years of teaching and research experience. He is a member of the Board of Studies in Computer Engineering, Ex-Chairman Information Technology, SPPU and various Universities and autonomous colleges across India. He has 9 patents, 200+ research publications (Google Scholar citations-2250 plus, H index-22 and Scopus Citations are 1190 plus with H index -16), and authored/edited 42+ 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 of Editorial Review Board for IGI Global - International Journal of Ambient Computing and Intelligence. His research interests are machine learning, data science, algorithms, internet of things, identity management and security. He is a recognized Ph.D. guide of SSPU, Pune, guiding seven Ph.D. students in the area of IoT and machine learning. Recently, five students have successfully defended their Ph.D. He is also the recipient of the "Best Faculty Award" by Sinhgad Institutes and Cognizant Technologies Solutions. He has delivered 200 plus lectures at national and international levels. He is also the recipient of the best faculty award by Cognizant Technology Solutions.

Dr. Gitanjali R. Shinde is Head and Associate Professor in the Department of Computer Science & Engineering (AI &ML), Vishwakarma Institute of Information Technology, Pune, India. She completed her Ph.D. in Wireless Communication from CMI, Aalborg University, Copenhagen, Denmark on the Research Problem Statement "Cluster Framework for Internet of People, Things and Services" - Ph.D. awarded on 8 May 2018. She earned her M.E. in Computer Engineering from the University of Pune, Pune, in 2012 and B.E. in Computer Engineering degree from the University of Pune, Pune, in 2006. She received research funding for the project "Lightweight group authentication for IoT" by SPPU, Pune. She presented a research article in the World Wireless Research Forum (WWRF) meeting, Beijing, China. She received the best paper award at an international conference. She is also reviewer of various international journals Springer, IGI Global, IEEE Transaction and various conferences. She has published 50+ papers in National and International conferences and journals (Google Scholar citations-700 plus, H index-11). She is author of 10+ books with publishers Springer and CRC Press Taylor & Francis Group, and she is also editor of several books. Her book Data Analytics for Pandemics A COVID 19 Case Study was awarded outstanding Book of the year 2020.

Dr. Namrata N. Wasatkar is an Assistant Professor in the Department of Computer Engineering, Vishwakarma Institute of Information Technology, Pune, India. She did her Ph.D. in Computer Engineering from Savitribai Phule Pune University, Pune, India on the research problem statement "Rule based Machine translation of simple Marathi sentences to English sentences" - Ph.D. awarded on 17 November 2022. She earned an M.E. in Computer Engineering from the University of Pune, Pune, in 2014 and B.E. in Computer Engineering from the University of Pune, Pune, in 2012. She has received research funding for the project "SPPU online chatbot" by SPPU, Pune. She is also reviewer for various journals and conferences. She has published 15+ papers in National and International conferences and journals. She has authored a book titled Data Centric Artificial Intelligence: A Beginner's Guide.

Dr. Parikshit N. Mahalle是IEEE的高級會員，並擔任印度普納Vishwakarma信息技術學院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完成了博士學位，並在丹麥哥本哈根的CMI擔任博士後研究員。他擁有23年以上的教學和研究經驗。他是計算機工程學的課程委員會成員，前信息技術主席，以及印度各大學和自治學院的成員。他擁有9項專利，200多篇研究論文（Google Scholar引用次數超過2250次，H指數為22，Scopus引用次數超過1190次，H指數為16），並在Springer、CRC Press、劍橋大學出版社等出版了42多本書籍。他是IGI Global的主編，《國際粗糙集和數據分析期刊》的主編，《國際合成情感期刊》的副編輯，《Inter-science國際網格和公用計算期刊》的副編輯，以及IGI Global的編輯審查委員會成員，《國際環境計算和智能期刊》的成員。他的研究興趣包括機器學習、數據科學、算法、物聯網、身份管理和安全。他是普納SSPU的認可博士導師，在物聯網和機器學習領域指導了七名博士生。最近，五名學生成功通過了博士答辯。他還獲得了Sinhgad學院和Cognizant Technologies Solutions頒發的“最佳教師獎”。他在國內外舉辦了200多場講座。他還獲得了Cognizant Technology Solutions頒發的最佳教師獎。

Dr. Gitanjali R. Shinde是普納Vishwakarma信息技術學院計算機科學與工程（人工智能和機器學習）系的系主任和副教授。她在丹麥哥本哈根的CMI獲得了無線通信的博士學位，研究問題聲明為“人、物和服務的互聯網集群框架”，博士學位於2018年5月8日頒發。她於2012年在普納大學獲得計算機工程碩士學位，並於2006年在普納大學獲得計算機工程學士學位。她獲得了普納SPPU頒發的“物聯網輕量級群組認證”項目的研究資助。她在世界無線研究論壇（WWRF）會議上發表了一篇研究論文。她在國際會議上獲得了最佳論文獎。她還是Springer、IGI Global、IEEE Transaction和其他會議的審稿人。她在國內外會議和期刊上發表了50多篇論文（Google Scholar引用次數超過700次，H指數為11）。她是Springer和CRC Press Taylor & Francis Group的10多本書籍的作者，也是幾本書籍的編輯。她的書籍《疫情數據分析 COVID 19案例研究》被評為2020年優秀書籍。

Dr. Namrata N. Wasatkar是普納Vishwakarma信息技術學院計算機工程系的助理教授。她在普納Savitribai Phule Pune大學獲得了計算機工程的博士學位，研究問題聲明為“基於規則的簡單馬拉地句子到英文句子的機器翻譯”-博士學位於2022年11月17日頒發。她於2014年在普納大學獲得計算機工程碩士學位，並於2012年在普納大學獲得計算機工程學士學位。她獲得了普納SPPU頒發的“SPPU在線聊天機器人”項目的研究資助。她還是各種期刊和會議的審稿人。她在國內外會議和期刊上發表了15多篇論文。她撰寫了一本名為《數據中心》的書籍。