Deep Neural Network Applications
暫譯: 深度神經網路應用
Osipyan, Hasmik, Edwards, Bosede Iyiade, Cheok, Adrian David
- 出版商: CRC
- 出版日期: 2022-05-06
- 售價: $6,820
- 貴賓價: 9.5 折 $6,479
- 語言: 英文
- 頁數: 148
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367211467
- ISBN-13: 9780367211462
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商品描述
The world is on the verge of fully ushering in the fourth industrial revolution, of which artificial intelligence (AI) is the most important new general-purpose technology. Like the steam engine that led to the widespread commercial use of driving machineries in the industries during the first industrial revolution; the internal combustion engine that gave rise to cars, trucks, and airplanes; electricity that caused the second industrial revolution through the discovery of direct and alternating current; and the Internet, which led to the emergence of the information age, AI is a transformational technology. It will cause a paradigm shift in the way's problems are solved in every aspect of our lives, and, from it, innovative technologies will emerge. AI is the theory and development of machines that can imitate human intelligence in tasks such as visual perception, speech recognition, decision-making, and human language translation.
This book provides a complete overview on the deep learning applications and deep neural network architectures. It also gives an overview on most advanced future-looking fundamental research in deep learning application in artificial intelligence. Research overview includes reasoning approaches, problem solving, knowledge representation, planning, learning, natural language processing, perception, motion and manipulation, social intelligence and creativity. It will allow the reader to gain a deep and broad knowledge of the latest engineering technologies of AI and Deep Learning and is an excellent resource for academic research and industry applications.
商品描述(中文翻譯)
世界正處於全面迎接第四次工業革命的邊緣，其中人工智慧（AI）是最重要的新型通用技術。就像第一個工業革命中，蒸汽機促進了驅動機械的廣泛商業使用；內燃機催生了汽車、卡車和飛機；電力通過直流和交流電的發現引發了第二次工業革命；以及互聯網導致了信息時代的出現，AI是一種變革性技術。它將在我們生活的各個方面引發解決問題的範式轉變，並由此產生創新技術。AI是機器模擬人類智慧的理論和發展，涉及視覺感知、語音識別、決策和人類語言翻譯等任務。
本書提供了深度學習應用和深度神經網絡架構的完整概述。它還概述了在人工智慧深度學習應用中最先進的前瞻性基礎研究。研究概述包括推理方法、問題解決、知識表示、規劃、學習、自然語言處理、感知、運動和操作、社會智能和創造力。這將使讀者深入了解最新的人工智慧和深度學習工程技術，並且是學術研究和行業應用的優秀資源。
作者簡介
Hasmik Osipyan has a PhD in engineering and holds a master's degree in computer science from the National Polytechnic University of Armenia. She also has experience in the field of psychology and pursuing her second master's degree at Yerevan State University. She is presently a software development manager at Synopsys Inc., Yerevan, Armenia, an electronic design automation company. She started her management career in 2019 after being a software developer 8 years for various international companies. Hasmik has worked not only in the industry, but has also conducted her research at several well-known research institutions around the world, including the Imagineering Institute, Malaysia and the University of Geneva. Her experience with both academia and industry has provided her invaluable experience.
Hasmik has been honored with several awards, including the Swiss Government Excellence Scholarship, the Best PhD Student of State Engineering University of Armenia in IT Sphere, etc. She has authored numerous articles in various prestigious conferences in the field of computer vision, artificial intelligence and GPU programming.
Bosede Iyiade Edwards is an instructional technologist, and researcher in applications of emerging technologies in learning and cognition. She has a multidisciplinary background with honours Bachelor in Chemistry and a Master in Organic Chemistry, from University of Ibadan, Nigeria. She holds Master and PhD in Educational Technology from Universiti Teknologi Malaysia (UTM). Bosede was a lecturer in Nigeria, and as a Research Officer at the Center for Teaching and Learning, Universiti Teknologi Malaysia. She was a research fellow at the Imagineering Institute, Malaysia, a blue-sky R & D lab with focus on the 'future of internet'. Bosede is currently exploring the application of emerging technologies like artificial intelligence, machine learning, robotics and other emerging technologies in education. She is a two-time awardee of UTM graduate school's International Doctoral Fellowship. She was awarded the Best Postgraduate Student and Academic Excellence awards as well as several others by UTM Office of International Affairs. She won the IEEE Frontiers in Education 'Faculty Fellow' Award for Engineering Education in 2018. Bosede has published several academic articles, in addition to fictions, non-fictions and an organic chemistry textbook. Bosede is currently an adjunct lecturer with Raffles University Malaysia and an Online Instructor with BSD Education, Hong Kong.
Adrian David Cheok AM is Full Professor at i-University Tokyo, Director of the Imagineering Institute, Malaysia, Visiting Professor at Raffles University, Malaysia, Visiting Professor at University of Novi Sad-Serbia, on Technical faculty Mihailo Pupin, Serbia, Faculty of Ducere Business School, and CEO of Nikola Tesla Technologies Corporation. He is Founder and Director of the Mixed Reality Lab, Singapore. He was formerly Professor of Pervasive Computing, University of London, Full Professor and Executive Dean at Keio University, Graduate School of Media Design and Associate Professor in the National University of Singapore. He has previously worked in real-time systems, soft computing, and embedded computing in Mitsubishi Electric Research Labs, Japan. In 2019, The Governor General of Australia, Representative of Her Majesty the Queen Elizabeth II, awarded Australia's highest honour the Order of Australia to Adrian David Cheok for his contribution to international education and research.
作者簡介(中文翻譯)
哈斯米克·奧西比揚擁有工程學博士學位，並在亞美尼亞國立理工大學獲得計算機科學碩士學位。她在心理學領域也有經驗，並正在葉里溫國立大學攻讀第二個碩士學位。她目前是亞美尼亞葉里溫的Synopsys Inc.（一間電子設計自動化公司）的軟體開發經理。哈斯米克在2019年開始她的管理職涯，此前她在多家國際公司擔任了8年的軟體開發人員。哈斯米克不僅在業界工作，還在全球多個知名研究機構進行研究，包括馬來西亞的Imagineering Institute和日內瓦大學。她在學術界和業界的經驗為她提供了寶貴的知識。
哈斯米克曾獲得多項獎項，包括瑞士政府卓越獎學金、亞美尼亞國立工程大學IT領域最佳博士生等。她在計算機視覺、人工智慧和GPU編程等領域的多個知名會議上發表了許多文章。
博塞德·伊亞德·愛德華茲是一位教學技術專家，並研究新興技術在學習和認知中的應用。她擁有多學科背景，獲得尼日利亞伊巴丹大學的化學榮譽學士學位和有機化學碩士學位。她在馬來西亞科技大學（UTM）獲得教育技術碩士和博士學位。博塞德曾在尼日利亞擔任講師，並在馬來西亞科技大學的教學與學習中心擔任研究官。她曾是馬來西亞Imagineering Institute的研究員，該機構是一個專注於「未來互聯網」的藍天研發實驗室。博塞德目前正在探索人工智慧、機器學習、機器人技術及其他新興技術在教育中的應用。她是UTM研究生院國際博士獎學金的兩屆獲獎者。她曾獲得最佳研究生和學術卓越獎，以及UTM國際事務辦公室頒發的多項其他獎項。2018年，她獲得IEEE教育前沿「教職員獎」以表彰其在工程教育方面的貢獻。博塞德發表了多篇學術文章，並撰寫了小說、非小說及一本有機化學教科書。她目前是馬來西亞拉佛斯大學的兼任講師，以及香港BSD教育的線上講師。
阿德里安·大衛·喬克是東京i-University的全職教授，馬來西亞Imagineering Institute的主任，馬來西亞拉佛斯大學的客座教授，塞爾維亞諾維薩德大學技術學院的客座教授，以及尼古拉·特斯拉科技公司的首席執行官。他是新加坡混合實境實驗室的創始人和主任。此前，他曾在倫敦大學擔任普遍計算教授，在慶應義塾大學媒體設計研究所擔任全職教授和執行院長，以及在新加坡國立大學擔任副教授。他曾在日本三菱電機研究所從事即時系統、軟計算和嵌入式計算的研究。2019年，澳大利亞總督、女王伊莉莎白二世的代表，授予阿德里安·大衛·喬克澳大利亞最高榮譽——澳大利亞勳章，以表彰他對國際教育和研究的貢獻。
