Deep Learning Networks: Design, Development and Deployment

這本教科書向學生和業界從業人員介紹了深度學習網絡的設計、開發和部署的多個方面。它介紹了一套深度學習工具集，將深度學習概念交織在一起，以增強理解。它還介紹了編程的設計和技術方面，並以實際的方式來理解編程和技術在各種應用中的關係。它提供了一個教程，讓讀者學習廣泛的概念建模和編程工具，以實現深度學習應用。本書特別針對修讀高年級本科課程的學生和對學習和應用深度學習方法於實際問題感興趣的業界從業人員。

Dr. Jayakumar Singaram is a veteran in semiconductor electronics, and a Strategic consultant to companies, such as Mistral Solutions, Bangalore, Bilva infra, Bangalore, SunPlus Software, Bangalore, and Apollo Tyre's, Chennai, among others. He drives deployment ready solutions using AI in IoT Edge/Node. He began his career working in Hindustan Aeronautics Bangalore, followed by Cranes InfoTech and Mistral Solution before launching a start-up world by steering brands like Epigon Media Technologies, Rinanu Semiconductor, and many more. He had been one of the core team members and also led the design and development of `Networked Karaoke Machine'' (which enabled TAITO Corp. Japan to become No. 2 in the world of Networked Karaoke). Another major milestone has been his contribution to the development of Satellite Radio Receiver going by the brand name of 'WorldSpace'. He is working on Deep Learning applications by using IBM Watson services. He has worked on key projects such as design anddevelopment of the Karaoke Machine (a project in collaboration with Analog Devices and MIT Media Lab) for TAITO Corp. He also worked on Satellite Radio Receiver for WorldSpace broadcast Satellites (and DAB Radio Receivers), by using low-cost Digital Signal Processors from Analog Devices. He has a B.Tech in Aeronautical engineering from Madras Institute of Technology and also holds an undergraduate degree in Mathematics from Madras University. He has Masters and Doctorate degree in Systems and Control Engineering from Indian Institute of Technology, Bombay and a Research Fellow at KU Leuven University. As a Doctoral Thesis problem, he had worked on " Simultaneous Stabilization of Feedback Systems". He had worked as a Board Member and Dean of School of Computing Science and Engineering at Periyar Maniammai Institute of Science and Technology, Thanjavur, India, from 2007 to 2014. He was trustee of School of Music and Dance, Indiranagar-Bangalore, during 2009 to 2016. Link www.jkuse.com provides more details about him. He would like to thank the founders of Mistral Solutions, Anees Ahmed and Rajeev Ramachandra. And also he likes to thank his family members, Dr Suneetha Rao, Dr Vaidhehi and Niranjan Kumar for their support while writing this early version of book.

Dr. S.S. Iyengar is currently the Distinguished University Professor, Founding Director of the Discovery Lab and Director of the US Army funded Center of Excellence in Digital Forensics at Florida International University, Miami. He is also the Distinguished Chaired Professor (Hon.) at National Forensics Sciences University, Gandhinagar, India. He has been involved with research and education in high-performance intelligent systems, Data Science and Machine Learning Algorithms, Sensor Fusion, Data Mining, and Intelligent Systems. Since receiving his Ph.D. degree in 1974 from MSU, USA, he has directed over 65 Ph.D. students, 100 Master's students, and many undergraduate students who are now faculty at Major Universities worldwide or Scientists or Engineers at National Labs/Industries around the world. He has published more than 600 research papers, has authored/co-authored and edited 26 books. His h-index is 65 with over 20,100 citations and is among the list of top 2% cited scholars of Stanford study this year. His books are published by MIT Press, John Wiley and Sons, CRC Press, Prentice Hall, Springer Verlag, IEEE Computer Society Press, etc. One of his books titled "Introduction to Parallel Algorithms" has been translated into Chinese. During the last thirty years Dr. Iyengar has brought in over 65 million dollars for research and education. More recently in Spring 2021, Dr. Iyengar in collaboration with HBCUs were awarded a $2.25 M funding for setting up a Digital Forensics Center of Excellence over a period of 5 years (2021-2026). He has been awarded the Lifetime Achievement Award for his contribution to the field of Digital Forensics on November 8, 2022, during the 7th INTERPOL DIGITAL FORENSICS EXPERT GROUP (DFEG) MEETING at National Forensics Sciences University, Gandhinagar, Gujarat, India. He has providing the students and faculty with a vision for active learning and collaboration at Jackson State University, Louisiana State University, Florida International University, and across the world. Dr. Iyengar's career is a distinguished one, marked by his incredible record of success in groundbreaking research, inspirational teaching and excellence in community service. It is his consistent drive to fight for and promote the minority and underrepresented groups which is his passion. Dr. S.S. Iyengar is an interdisciplinary computational scientist of international repute who has been a pioneer in multiple fields. Marked by his incredible record of success in the areas of world-class research, superb teaching, and excellence in community service, he has also significantly impacted industry, through his many discoveries and patents. His distinguished international and national research work have consistently been recognized by US government agencies, industry pioneers, and his research colleagues. His work has been featured on the cover of the National Science Foundation's breakthrough technologies in both 2014 and again in 2016. Dr. Iyengar has garnered multiple awards for his work and made fundamental contributions in a variety of areas that impact our lives today. His seminal contributions continue to be seen in places like Raytheon, Telcordia, Motorola the United States Navy, DARPA and other universities and research laboratories around the world.

Dr. Azad Madni is the founder and CEO of Intelligent Systems Technology, Inc. a high tech company specializing in modeling and simulation technology for complex systems engineering, education and training. He's the Executive Director of University of Southern California's Systems Architecting and Engineering (SAE) Program and Professor of Astronautical Engineering in USC's Viterbi School of Engineering. His previous positions include Executive Vice President and Chief Technology Officer of Perceptronics, and Simulation Research Leader at Rockwell International on NASA's Space Shuttle Program. He pioneered the meta-discipline of transdisciplinary systems engineering to exploit the convergence of systems engineering with other disciplines. He is the creator of model-driven storytelling, a transdisciplinary approach that integrates model-based engineering with interactive storytelling in virtual worlds to enhance stakeholder participation in upfront engineering. His areas of expertise include model-based methods for architecting and design of resilient systems and enterprizes and intelligent systems for planning, decision making, training and tutoring. His research in these areas has been sponsored by the federal government, aerospace and automotive companies, several DOD agencies, Air Force, Army, Navyand Marine Corps. His research sponsors in the government include DARPA, OSD, DHS, S&T, MDA, DOE, NIST and NASA. His research sponsors in the aerospace and automotive industries include Boeing, General Motors, NGC, Raytheon, Hughes, Omnicon and SAIC. He has served as a consultant to Institute for Defense Analysis, RAND Corporation, UCLA, Oakridge National Laboratory, and Omnicon. Azad Madni's current research focuses on formal and probabilistic methods for complex systems engineering, model-based engineering frameworks and testbeds for defining, analyzing, integrating and testing of adaptive cyber-physical-human-systems, and system-of-systems and enterprize architecting. He is the co-founder and current chair of IEEE Systems, Man and Cybernetics, Model-Based Systems Engineering Technical Committee, and serves on the steering committees of multiple centers at USC. He received his B.S., M.S., and Ph.D. from the University of California, Los Angeles.

Dr. Jayakumar Singaram是半導體電子領域的資深專家，也是一位戰略顧問，為許多公司提供諮詢服務，包括Mistral Solutions、Bangalore、Bilva infra、Bangalore、SunPlus Software、Bangalore和Apollo Tyre's、Chennai等。他致力於在物聯網邊緣/節點上使用人工智慧部署解決方案。他的職業生涯始於印度斯坦航空公司（Hindustan Aeronautics Bangalore），之後在Cranes InfoTech和Mistral Solution工作，然後開始創業，帶領Epigon Media Technologies、Rinanu Semiconductor等品牌。他曾是核心團隊成員之一，並領導設計和開發了「網絡卡拉OK機」（使日本TAITO Corp.成為全球第二大網絡卡拉OK機）。他的另一個重要里程碑是他對以「WorldSpace」品牌名稱命名的衛星收音機接收器的開發做出的貢獻。他正在使用IBM Watson服務進行深度學習應用。他曾參與設計和開發與Analog Devices和MIT Media Lab合作的卡拉OK機項目，並使用低成本的Analog Devices數字信號處理器開發了衛星收音機接收器（以及DAB收音機接收器）。他在馬德拉斯理工學院獲得航空工程學士學位，並在馬德拉斯大學獲得數學學士學位。他在印度理工學院孟買分校獲得系統與控制工程的碩士和博士學位，並在魯汶大學擔任研究員。在博士論文問題中，他曾研究「反饋系統的同時穩定化」。他曾在印度泰安賈沙拉米科學與技術學院擔任董事會成員和計算科學與工程學院院長，任期從2007年到2014年。他曾在2009年至2016年擔任印度拉姆卡里什納音樂與舞蹈學院的受託人。更多關於他的詳細信息可在www.jkuse.com上找到。他要感謝Mistral Solutions的創始人Anees Ahmed和Rajeev Ramachandra。同時，他還要感謝他的家人Dr Suneetha Rao、Dr Vaidhehi和Niranjan Kumar在撰寫本書早期版本時的支持。

Dr. S.S. Iyengar目前是佛羅里達國際大學的傑出大學教授、Discovery Lab的創始主任和美國陸軍資助的數位取證卓越中心主任，位於邁阿密。他還是印度甘地納加爾國家法醫科學大學的傑出講座教授（榮譽職）。他從事高性能智能系統、數據科學和機器學習算法、傳感器融合、數據挖掘和智能系統的研究和教育。自從1974年從美國密西根州立大學獲得博士學位以來，他指導了超過65名博士生、100名碩士生和許多本科生，他們現在是世界各地主要大學的教師，或者是國家實驗室/工業界的科學家或工程師。他發表了600多篇研究論文，撰寫/合著和編輯了26本書。他的h指數為65，引用次數超過20,100次，是斯坦福大學研究中引用次數排名前2%的學者之一。他的書由麻省理工學院出版社、約翰·威立出版社、CRC出版社、普林斯頓大學出版社、斯普林格出版社、IEEE計算機學會出版社等出版。他的一本名為《并行算法入門》的書已經被翻譯成中文。在過去的三十年中，Iyengar博士為研究和教育籌集了超過6500萬美元的資金。最近，在2021年春季，Iyengar博士與HBCUs合作，獲得了225萬美元的資金，用於建立一個為期5年（2021-2026）的數位取證卓越中心。他於2022年11月8日獲得終身成就獎，以表彰他對數位取證領域的貢獻。