Cloud-Based Multi-Modal Information Analytics: A Hands-On Approach

《基於雲端的多模態資訊分析：實戰方法》討論了不同資料模態並提供了使用雲端的整合解決方案。書中介紹了神經網絡的基礎知識，不同類型以及如何應用於多模態資訊分析。同時，還介紹了以圖像和視頻為中心的各種應用領域，並提供了在雲端上的部署解決方案。

特點包括：
- 討論了多模態資料分析的生命周期，並應用於文本、圖像和視頻的模態。
- 深度學習的基礎知識和架構，包括卷積神經網絡、循環神經網絡以及不同多模態網絡的學習類型。
- 應用於文本、語音和圖像的多模態分析。

本書針對多模態分析及相關領域的研究人員。

Dr. Srinidhi Hiriyannaiah is working as senior software engineering in GE Healthcare, he received his Ph.D. degree from VTU during 2020 and did his Master of Technology in Software Engineering from M.S. Ramaiah Institute of Technology, Bengaluru (VTU). He worked as Assistant Professor in Department of Computer Science and Engineering at M.S. Ramaiah Institute of Technology, Bengaluru from 2016-2022. He previously worked at IBM India Software Labs, Bengaluru. His main area of interest includes studies related to parallel computing, big data and its applications, information management and software engineering for education.

Dr. Siddesh G M is currently working as professor in Department of Computer Science & Engineering (Cyber Security), M S Ramaiah Institute of Technology, Bangalore. He has published a good number of research papers in reputed International Conferences and Journals. He is a member of ISTE, IETE etc., He has authored books on Network Data Analytics, Statistical Programming in R, Internet of Things with Springer, Oxford University Press and Cengage publishers respectively. He has edited research monographs in the area of Cyber Physical Systems, Fog Computing and Energy Aware Computing, Bioinformatics with CRC Press, IGI Global and Springer publishers respectively. His research interests include Internet of Things, Distributed Computing and Data Analytics.

Dr. Srinivasa K G is a Professor of Data Science and Artificial Intelligence Programme at DSPM IIIT-Naya Raipur, C. G. India. Earlier he worked as a Professor at Information Management and Emerging Engineering Department of National Institute of Technical Teachers Training and Research, Chandigarh an autonomous Institute under Ministry of Education, Government of India. He also worked as an Associate Professor at CBP Government Engineering College, New Delhi (through UPSC) between 2016 - 19. He also served as Professor in the Department of CSE at M S Ramaiah Institute of Technology, Bangalore between 2003 - 2016.
He received his Ph.D. in Computer Science and Engineering from Bangalore University in 2007. He is the recipient of All India Council for Technical Education - Career Award for Young Teachers, Indian Society of Technical Education - ISGITS National Award for Best Research Work Done by Young Teachers, Institution of Engineers (India) - IEI Young Engineer Award in Computer Engineering, Rajarambapu Patil National Award for Promising Engineering Teacher Award from ISTE - 2012, IMS Singapore - Visiting Scientist Fellowship Award. He has published more than 150 research papers in International Conferences and Journals. He has visited many Universities abroad as a visiting researcher - He has visited University of Oklahoma, USA, Iowa State University, USA, Hong Kong University, Korean University, National University of Singapore, University of British Columbia, Canada are his few prominent visits. He has authored many books in the area of Learning Analytics, Network Data Analytics, Soft Computing, Social Network Analysis, High Performance Computing, R Programming etc. with prestigious international publishers like Springer, TMH, Oxford, Cengage, and IGI Global. He has edited research monographs in the area of Cyber Physical Systems, Fog Computing and Energy Aware Computing with CRC Press and IGI Global.
He has been awarded BOYSCAST Fellowship by DST, Govt. of India, for conducting post-doctoral research work at University of Melbourne, Australia. He is the principal Investigator for many funded projects from AICTE, UGC, DRDO, and DST. He has undertaken consultancy projects worth 60 lakhs towards conducting Professional Development Programmes under World Bank Project. He is the senior member of IEEE and ACM. His recent research areas include Innovative Teaching Practices in Engineering Education, pedagogy; outcomes based education, and teaching philosophy.

Dr. Srinidhi Hiriyannaiah是GE Healthcare的高級軟體工程師，他於2020年在VTU獲得博士學位，並在M.S. Ramaiah Institute of Technology取得軟體工程的碩士學位。他曾在2016年至2022年間擔任M.S. Ramaiah Institute of Technology的計算機科學與工程系助理教授。他曾在IBM India Software Labs工作。他的主要研究領域包括並行計算、大數據及其應用、信息管理和軟體工程教育。

Dr. Siddesh G M目前在M S Ramaiah Institute of Technology的計算機科學與工程系（網路安全）擔任教授。他在知名國際會議和期刊上發表了大量的研究論文。他是ISTE和IETE等組織的成員。他分別在Springer、Oxford University Press和Cengage出版社上撰寫了有關網路數據分析、R語言統計編程和物聯網的書籍。他分別在CRC Press、IGI Global和Springer出版社上編輯了有關物聯網、雲計算和節能計算、生物信息學的研究專著。他的研究興趣包括物聯網、分散式計算和數據分析。

Dr. Srinivasa K G是印度DSPM IIIT-Naya Raipur的數據科學和人工智能計劃的教授。他曾在印度教育部下屬的國家技術教師培訓和研究所的信息管理和新興工程部門擔任教授。他還曾在CBP Government Engineering College擔任副教授（通過UPSC）（2016年至2019年）。他還曾在2003年至2016年間在M S Ramaiah Institute of Technology的計算機科學與工程系擔任教授。他於2007年在班加羅爾大學獲得計算機科學和工程博士學位。他曾獲得全印度技術教育委員會（AICTE）青年教師職業獎、印度技術教育學會（ISTE）ISGITS國家最佳青年教師研究工作獎、印度工程師學會（IEI）計算機工程IEI青年工程師獎、ISTE-2012 Rajarambapu Patil國家有前途的工程師教師獎、IMS新加坡訪問科學家獎學金。他在國際會議和期刊上發表了150多篇研究論文。他曾作為訪問研究員訪問過許多國外大學，包括美國俄克拉荷馬大學、美國愛荷華州立大學、香港大學、韓國大學、新加坡國立大學、加拿大英屬哥倫比亞大學等。他在學習分析、網路數據分析、軟體運算、社交網路分析、高性能運算、R編程等領域撰寫了許多書籍，由Springer、TMH、Oxford、Cengage和IGI Global等國際知名出版社出版。他在CRC Press和IGI Global出版社上編輯了有關網路物理系統、雲計算和節能計算的研究專著。他曾獲得印度政府科技部的BOYSCAST獎學金，在澳大利亞墨爾本大學進行博士後研究工作。他是AICTE、UGC、DRDO和DST的多個資助項目的首席調查員。他承擔了價值60萬盧比的顧問項目，用於在世界銀行項目下進行專業發展計劃。他是IEEE和ACM的高級會員。他最近的研究領域包括工程教育中的創新教學實踐、教學法、以及以成果為基礎的教育和教學哲學。