Data Centric Artificial Intelligence: A Beginner's Guide
暫譯: 數據中心的人工智慧：初學者指南

本書探討了在各個領域中以數據為中心的人工智慧（AI）最佳研究路線圖、策略和挑戰。它呈現了以模型為中心和以數據為中心的AI的比較研究。書中還強調了以數據為中心的方法的不同階段和原則。此書展示了以數據為中心的AI的顯著應用案例，並作為學術界和業界研究人員及實務工作者的參考指南。

Dr. Parikshit Narendra Mahalle is Senior Member in IEEE and is Professor, Dean Research, and Development and Head--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 Postdoc Researcher at CMI, Copenhagen, Denmark. He has 23 + years of teaching and research experience. He is Ex-Member of the Board of Studies in Computer Engineering and Ex-Chairman of Information Technology, Savitribai Phule Pune University and various universities and autonomous colleges across India. He has 15 patents and 200+ research publications (Google Scholar citations-2900 plus, H index-25, and Scopus Citations are 1400 plus with H index-18, and Web of Science citations are 438 with H index- 10) and authored/edited 54 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, Inter-science International Journal of Grid and Utility Computing; Member in Editorial Review Board for IGI Global-International Journal of Ambient Computing and Intelligence; and Reviewer for various journals and conferences of the repute. His research interests are Machine Learning, Data Science, Algorithms, Internet of Things, Identity Management, and Security. He is guiding 8 Ph.D. students in the area of IoT and machine learning, and six students have successfully defended their Ph.D. under his supervision from SPPU. He is also the recipient of "Best Faculty Award" by Sinhgad Institutes and Cognizant Technologies Solutions. He has delivered 200 plus lectures at national and international level.

Dr. Gitanjali R. Shinde has overall 15 years of experience and presently working as Head and Associate Professor in Department of Computer Science & Engineering (AI & ML), Vishwakarma Institute of Information Technology, Pune, India. She has done Ph.D. in Wireless Communication from CMI, Aalborg University, Copenhagen, Denmark, on Research Problem Statement "Cluster Framework for Internet of People, Things and Services"--Ph.D. awarded on May 8, 2018. She obtained M.E. (Computer Engineering) degree from the University of Pune, Pune, in 2012 and B.E. (Computer Engineering) degree from the University of Pune, Pune, in 2006. She has received research funding for the project "Lightweight group authentication for IoT" by SPPU, Pune. She has presented a research article in the World Wireless Research Forum (WWRF) meeting, Beijing, China. She has published 50+ papers in national and international conferences and journals. She is Author of 10+ books with publishers Springer and CRC Taylor & Francis Group, and she is also Editor of books. Her book "Data Analytics for Pandemics A COVID 19 Case Study" is awarded outstanding book of year 2020.

Mr. Yashwant Ingle is presently working at VIIT, Pune, as Assistant Professor at the Department of Artificial Intelligence and Data Science. The author has 12 years' experience in Teaching and 3 years Industry Experience. The author is pursuing his Ph.D. from Savitribai Phule Pune University, completed his M.Tech. CSE from Visvesvaraya National Institute of Technology, Nagpur, and B.E. CSE from Amravati University. Author has 1 US patent published, 15 Indian utility patents published, 3 design patents granted, 3 important software copyrights, and 2 literary research copyrights registered. He also has 25+ publications in Scopus and Web of Science journals, IEEE, and Springer international conferences and received 4 best paper awards in RACE National Conference 2021. The author is Life Member of ISTE, VNIT Alumni Association, and Member of ACM. The author regularly teaches AI honor course and AI regular course, soft computing, and optimization algorithms to third year and finalyear of Computer Engineering. The author has undergone vigorous trainings in FDPs and professional courses on subject matter AI.

Dr. Namrata N Wasatkar has overall 10 years of experience and presently working Assistant Professor in Department of Computer Engineering, Vishwakarma Institute of Information Technology, Pune, India. She has done Ph.D. in Computer Engineering from Savitribai Phule Pune University, Pune, India, on Research Problem Statement "Rule based Machine translation of simple Marathi sentences to English sentences"--Ph.D. awarded on November 17, 2022. She obtained M.E. (Computer Engineering) degree from the University of Pune, Pune, in 2014 and B.E. (Computer Engineering) degree from the University of Pune, Pune, in 2012. She has received research funding for the project "SPPU online chatbot" by SPPU, Pune. She has published 10+ papers in national and international conferences and journals.

Dr. Parikshit Narendra Mahalle 是 IEEE 的資深會員，並擔任印度浦那的 Vishwakarma Institute of Information Technology 人工智慧與數據科學系的教授、研究與發展院院長。他在丹麥奧爾堡大學完成博士學位，並在丹麥哥本哈根的 CMI 繼續擔任博士後研究員。他擁有超過 23 年的教學與研究經驗。他曾是薩維特里拜·普雷·浦那大學計算機工程學科的學術委員會成員及資訊科技系的前主席，並在印度各大學及自治學院擔任過類似職位。他擁有 15 項專利和超過 200 篇研究出版物（Google Scholar 引用超過 2900 次，H 指數 25，Scopus 引用超過 1400 次，H 指數 18，Web of Science 引用 438 次，H 指數 10），並與 Springer、CRC Press、劍橋大學出版社等出版了 54 本書籍。他是 IGI Global 的《國際粗集與數據分析期刊》及《國際網格與公用計算期刊》的主編；同時也是 IGI Global 的《環境計算與智能國際期刊》編輯審查委員會成員；並擔任多個知名期刊及會議的審稿人。他的研究興趣包括機器學習、數據科學、演算法、物聯網、身份管理及安全。他目前指導 8 位博士生專注於物聯網及機器學習，其中 6 位學生在他的指導下成功完成博士學位。他還獲得了 Sinhgad Institutes 和 Cognizant Technologies Solutions 的「最佳教學獎」。他在國內外發表了超過 200 場講座。

Dr. Gitanjali R. Shinde 擁有 15 年的整體經驗，目前擔任印度浦那的 Vishwakarma Institute of Information Technology 計算機科學與工程系（人工智慧與機器學習）的系主任及副教授。她在丹麥哥本哈根的 CMI、奧爾堡大學完成了無線通信的博士學位，研究題目為「人、物及服務的集群框架」，於 2018 年 5 月 8 日獲得博士學位。她於 2012 年在浦那大學獲得計算機工程碩士學位，並於 2006 年獲得計算機工程學士學位。她獲得了 SPPU、浦那的「物聯網輕量級群組身份驗證」項目的研究資金。她在中國北京的世界無線研究論壇（WWRF）會議上發表了一篇研究文章。她在國內外會議和期刊上發表了超過 50 篇論文。她與 Springer 和 CRC Taylor & Francis Group 出版了超過 10 本書籍，並擔任書籍的編輯。她的書籍《疫情數據分析：COVID-19 案例研究》獲得了 2020 年度傑出書籍獎。

Mr. Yashwant Ingle 目前在 VIIT、浦那擔任人工智慧與數據科學系的助理教授。作者擁有 12 年的教學經驗和 3 年的產業經驗。作者正在薩維特里拜·普雷·浦那大學攻讀博士學位，並在維斯維斯瓦拉亞國立技術學院獲得計算機科學碩士學位，在阿姆拉瓦提大學獲得計算機科學學士學位。作者擁有 1 項美國專利、15 項印度實用專利、3 項設計專利、3 項重要軟體著作權及 2 項文學研究著作權。作者在 Scopus 和 Web of Science 期刊、IEEE 及 Springer 國際會議上發表了超過 25 篇論文，並在 2021 年 RACE 全國會議中獲得 4 項最佳論文獎。作者是 ISTE 的終身會員、VNIT 校友會成員及 ACM 會員。作者定期教授人工智慧榮譽課程和人工智慧常規課程、軟體計算及優化演算法，面向計算機工程的三年級和四年級學生。作者參加了多次有關人工智慧的專業課程和教師發展計畫的培訓。

Dr. Namrata N Wasatkar 擁有 10 年的整體經驗，目前在印度浦那的 Vishwakarma Institute of Information Technology 計算機工程系擔任助理教授。她在薩維特里拜·普雷·浦那大學獲得計算機工程博士學位，研究題目為「基於規則的簡單馬拉地語句子到英語句子的機器翻譯」，於 2022 年 11 月 17 日獲得博士學位。她於 2014 年在浦那大學獲得計算機工程碩士學位，並於 2012 年獲得計算機工程學士學位。她獲得了 SPPU、浦那的「SPPU 在線聊天機器人」項目的研究資金。她在國內外會議和期刊上發表了超過 10 篇論文。