Integrating Deep Learning Algorithms to Overcome Challenges in Big Data Analytics
暫譯: 整合深度學習演算法以克服大數據分析中的挑戰

資料科學圍繞著兩個巨頭：大數據分析和深度學習。隨著數據快速擴展，處理和檢索有用信息變得越來越具挑戰性。本書介紹了簡化和精簡大數據及深度學習系統形成的技術和工具。

本書討論了大數據和深度學習如何有潛力顯著提高數據理解和決策能力。它還涵蓋了在醫療、教育、通信、媒體和娛樂等領域的眾多應用。《整合深度學習算法以克服大數據分析中的挑戰》提供了整合大數據和深度學習的創新平台，並提出了與適當數據存儲、語義索引、數據標記和快速信息檢索相關的問題。

特點

- 提供洞見，幫助發揮個人優勢，成為優秀的數據分析師
- 討論大數據和深度學習如何有潛力顯著提高數據理解並協助決策
- 涵蓋醫療、教育、通信、媒體和娛樂等領域的眾多潛在應用
- 提供整合大數據和深度學習的創新平台
- 提出與適當數據存儲、語義索引、數據標記和從大數據中快速檢索信息相關的問題

本書旨在針對行業專業人士、學術界、研究學者、系統建模者和模擬專家。

R. Sujatha completed the Ph.D. degree at Vellore Institute of Technology, in 2017 in the area of data mining. She received her M.E. degree in computer science from Anna University in 2009 with university ninth rank and done Master of Financial Management from Pondicherry University in 2005. She received her B.E. degree in computer science from Madras University, in 2001. Has 17 years of teaching experience and has been serving as an associate professor in the School of Information Technology and Engineering in Vellore Institute of Technology, Vellore. Organized and attended a number of workshops and faculty development programs. She actively involves herself in the growth of the institute by contributing to various committees at both academic and administrative levels. She used to guide projects for undergraduate and postgraduate students. Currently guides doctoral students. She gives technical talks in colleges for the symposium and various sessions. She acts as an advisory, editorial member, and technical committee member in conferences conducted in other educational institutions and in-house too. She has published a book titled software project management for college students. Also has published research articles in reputed high impact journals. The institution of Green Engineers awarded IGEN women achiever 2021 in future computing category. Interested to explore different places and visit the same to know about the culture and people of various areas. She is interested in learning upcoming things and gets herself acquainted with the student's level. Her areas of research interest include Data Mining, Machine Learning, Software Engineering, Soft Computing, Big Data, Deep Learning, and Blockchain.

S. L. Aarthy completed the Ph.D. degree at Vellore Institute of Technology, in 2018 in the area of medical image processing. She received her M.E. degree in computer science from Anna University in 2010. She received her B.E. degree in computer science from Anna University, in 2007. Has 11 years of teaching experience and has been an Associate Professor in the School of Information Technology and Engineering in Vellore Institute of Technology, Vellore. Her research area includes Image processing, soft computing, and data mining. She has around 20 papers in the reputed journal in her research field. She used to guide undergraduate and postgraduate students. Currently guiding doctoral students. She is a life member of CSI and IEEE. She is also part of various school activity committees.

R. Vettriselvan received his Bachelor (B.A.) of Economics from Madurai Kamaraj University; Master of Business Administration (MBA) from Anna University and Master of Philosophy (M.Phil.) Research and Development and received Doctorate from Gandhigram Rural Institute-Deemed University. He received ICSSR Doctoral Fellowship, ICSSR, New Delhi and GRI fellowship. He also received Post Graduate Diploma in Personnel Management and Industrial Relations from Alagappa University, Karaikudi. He is specialized in Human Resource Management and Marketing. He published 5 books and 65 research articles in SCOPUS/ UGC/ Referred International/ National Peer Reviewed Journals and Conference volumes. He presented more than 60 research articles in the National and International Conferences conducted in India, Zambia, Malawi and USA. He received travel grant award 2015 from Population Association of America, USA to present the research article in California, USA. Received best paper, best paper presenter, Best Young Faculty, Bright Educator and Best Academician of the year (Male) Most Promising Educators in Higher education Across in India in the year. He is an editorial and review board member for number of high impact factor peer reviewed journals. He is guiding three Ph.D. research scholars and guided 30 MBA and 86 undergraduate projects. He is specialized in Human Resource Management, Marketing and Finance. He has experience in NBA, NAAC Acceptation documentation process. He has 6 years experience in various capacities such as Manager, human Resources, NEST Abroad Studies Academy Private Limited, Madurai; Lecturer & Head of the Department, School of Commerce and Management, DMI-St. Eugene University, Zambia; Assistant Professor, AMET Business School, AMET University, India and Lecturer, School of Commerce and Management and Coordinator, Department of Research and Publication, DMI-St.John the Baptist University. He has acted as a Review Member for the National Council for Higher Education, Malawi from February2020 to June 2020 to review the Accreditation process. Currently working as Assistant Professor AMET Business School, AMET (Deemed to be University) Chennai.

**R. Sujatha** 於2017年在維洛爾科技學院（Vellore Institute of Technology）獲得數據挖掘領域的博士學位。她於2009年在安娜大學（Anna University）獲得計算機科學碩士學位，並以全校第九名的成績畢業，並於2005年在龐迪榭里大學（Pondicherry University）獲得財務管理碩士學位。她於2001年在馬德拉斯大學（Madras University）獲得計算機科學學士學位。擁有17年的教學經驗，並在維洛爾科技學院的信息技術與工程學院擔任副教授。組織並參加了多個研討會和教師發展計劃。她積極參與學院的發展，並在學術和行政層面貢獻於各種委員會。她曾指導本科生和研究生的項目，目前指導博士生。她在大學中為研討會和各種會議進行技術演講。她擔任其他教育機構及內部會議的顧問、編輯成員和技術委員會成員。她出版了一本名為《大學學生的軟體專案管理》的書籍，並在知名高影響力期刊上發表了研究文章。綠色工程師協會（Institution of Green Engineers）在2021年未來計算類別中授予她IGEN女性成就獎。她對探索不同地方感興趣，並希望了解各地的文化和人民。她對學習新事物充滿興趣，並與學生的水平保持一致。她的研究興趣包括數據挖掘、機器學習、軟體工程、軟計算、大數據、深度學習和區塊鏈。

**S. L. Aarthy** 於2018年在維洛爾科技學院獲得醫學影像處理領域的博士學位。她於2010年在安娜大學獲得計算機科學碩士學位，並於2007年在安娜大學獲得計算機科學學士學位。擁有11年的教學經驗，並在維洛爾科技學院的信息技術與工程學院擔任副教授。她的研究領域包括影像處理、軟計算和數據挖掘。她在其研究領域的知名期刊上發表了約20篇論文。她曾指導本科生和研究生，目前指導博士生。她是計算機學會（CSI）和電氣電子工程師學會（IEEE）的終身會員，並參與各種學校活動委員會。

**R. Vettriselvan** 於馬杜賴卡馬拉吉大學（Madurai Kamaraj University）獲得經濟學學士（B.A.），在安娜大學獲得工商管理碩士（MBA）和哲學碩士（M.Phil.）研究與發展，並在甘地格林農村學院（Gandhigram Rural Institute-Deemed University）獲得博士學位。他獲得了印度社會科學研究委員會（ICSSR）博士獎學金、ICSSR新德里和GRI獎學金。他還獲得了阿拉卡帕大學（Alagappa University）的人力資源管理和工業關係研究生文憑。他專注於人力資源管理和市場營銷，並在SCOPUS/UGC/國際/國內同行評審期刊和會議文集中發表了5本書和65篇研究文章。他在印度、贊比亞、馬拉維和美國舉辦的國內和國際會議上發表了超過60篇研究文章。他於2015年獲得美國人口協會（Population Association of America）提供的旅行獎勵，以在美國加州發表研究文章。曾獲得最佳論文、最佳論文演講者、最佳青年教師、傑出教育者和年度最佳學者（男性）等多項榮譽，並被評為印度高等教育中最具潛力的教育者。他是多本高影響因子同行評審期刊的編輯和審稿委員，指導三名博士研究生，並指導了30個MBA和86個本科項目。他專注於人力資源管理、市場營銷和金融，並在NBA、NAAC接受文件過程中擁有經驗。他在多個職位上擁有6年的經驗，包括馬杜賴的NEST海外學習學院人力資源經理、贊比亞DMI-聖尤金大學商業與管理學院的講師及系主任、印度AMET大學AMET商學院的助理教授，以及DMI-聖約翰洗禮大學商業與管理學院的講師和研究與出版部門的協調員。他曾於2020年2月至2020年6月擔任馬拉維高等教育國家委員會的審查成員，負責審查認證過程。目前在AMET商學院擔任助理教授，AMET（被認可為大學）位於金奈。