Cloud-based Multi-Modal Information Analytics: A Hands-on Approach
暫譯: 雲端多模態資訊分析：實作方法

《雲端多模態資訊分析：實作方法》探討了數據的各種模態，並提供了一個使用雲端的綜合解決方案。它包括神經網絡的基本原理、不同類型及其在多模態資訊分析中的應用。書中還介紹了以影像和視頻為中心的各種應用領域及其在雲端的部署解決方案。

特色
- 討論多模態數據分析的生命週期，涵蓋文本、影像和視頻的模態應用。
- 深度學習的基本原理和架構，包括卷積神經網絡、遞迴神經網絡，以及不同多模態網絡的學習類型。
- 涵蓋文本、語音和影像的多模態分析應用。

本書旨在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 目前在 GE Healthcare 擔任高級軟體工程師，他於 2020 年獲得 VTU 的博士學位，並在班加羅爾的 M.S. Ramaiah Institute of Technology 獲得軟體工程碩士學位（VTU）。他曾於 2016 年至 2022 年在 M.S. Ramaiah Institute of Technology 的計算機科學與工程系擔任助理教授。他之前在 IBM 印度軟體實驗室工作。他的主要研究領域包括平行計算、大數據及其應用、資訊管理和教育軟體工程。

Dr. Siddesh G M 目前在班加羅爾的 M.S. Ramaiah Institute of Technology 的計算機科學與工程系（網路安全）擔任教授。他在多個知名國際會議和期刊上發表了大量研究論文。他是 ISTE、IETE 等組織的成員。他著有關於網路數據分析、R 語言統計編程、物聯網的書籍，分別由 Springer、牛津大學出版社和 Cengage 出版。他編輯了關於網路物理系統、霧計算和能源感知計算、生物資訊學的研究專著，分別由 CRC Press、IGI Global 和 Springer 出版。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 C.G. Naya Raipur 的 DSPM IIIT 數據科學與人工智慧計畫的教授。他曾在印度教育部下屬的國家技術教師培訓與研究所的資訊管理與新興工程系擔任教授。他在 2016 年至 2019 年期間，通過 UPSC 擔任新德里的 CBP 政府工程學院的副教授。他還曾在 2003 年至 2016 年期間擔任 M.S. Ramaiah Institute of Technology 計算機科學與工程系的教授。
他於 2007 年在班加羅爾大學獲得計算機科學與工程的博士學位。他曾獲得全印度技術教育委員會 - 年輕教師職業獎、印度技術教育學會 - 年輕教師最佳研究工作國家獎、印度工程師學會 - 計算機工程年輕工程師獎、Rajarambapu Patil 年輕工程教師獎（ISTE - 2012）、新加坡 IMS - 訪問科學家獎學金。他在國際會議和期刊上發表了超過 150 篇研究論文。他曾作為訪問研究員造訪多所國外大學，包括美國奧克拉荷馬大學、美國愛荷華州立大學、香港大學、韓國大學、新加坡國立大學和加拿大不列顛哥倫比亞大學等。他在學習分析、網路數據分析、軟計算、社交網路分析、高效能計算、R 語言編程等領域著有多本書籍，並與 Springer、TMH、牛津、Cengage 和 IGI Global 等知名國際出版社合作。他編輯了關於網路物理系統、霧計算和能源感知計算的研究專著，分別由 CRC Press 和 IGI Global 出版。
他曾獲得印度政府 DST 的 BOYSCAST 獎學金，以在澳大利亞墨爾本大學進行博士後研究。他是多個來自 AICTE、UGC、DRDO 和 DST 的資助項目的首席研究員。他承接了價值 600 萬印度盧比的顧問項目，以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、以成果為基礎的教育和教學哲學。