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商品描述
This book explores new methods, architectures, tools, and algorithms for Artificial Intelligence Hardware Accelerators. The authors have structured the material to simplify readers' journey toward understanding the aspects of designing hardware accelerators, complex AI algorithms, and their computational requirements, along with the multifaceted applications. Coverage focuses broadly on the hardware aspects of training, inference, mobile devices, and autonomous vehicles (AVs) based AI accelerators
商品描述(中文翻譯)
本書探討了人工智慧硬體加速器的新方法、架構、工具和演算法。作者將內容結構化,以簡化讀者理解設計硬體加速器、複雜的 AI 演算法及其計算需求的過程,並涵蓋多樣化的應用。內容廣泛聚焦於訓練、推論、行動裝置及自駕車 (AVs) 等 AI 加速器的硬體方面。
作者簡介
Ashutosh Mishra has received his B.Tech. degree in Electronics and Communication Engineering from Uttar Pradesh Technical University Lucknow, India, in 2008. He completed his master's in Microelectronics & VLSI design from the National Institute of Technology Allahabad, India, in 2011. He has earned his Ph.D. degree in 2018 from the Department of Electronics Engineering, Indian Institute of Technology (BHU) Varanasi, India. He has worked as an Assistant professor in Electronics and Communication Engineering at the National Institute of Technology Raipur, India. He is the recipient of the Korea Research Fellowship (KRF) 2019 provided by the National Research Foundation of Korea through the Ministry of Science & ICT, South Korea. Currently, he is working as a Research faculty & Brain Pool Fellow in the Seamless Transportation Lab, School of Integrated Technology, Yonsei University, South Korea. His research interests include Intelligent systems, Autonomous vehicles, Artificial Intelligence, Convergence Technology, etc.
Jaekwang Cha received his B.S. degree from the School of Electrical and Electronics Engineering, Yonsei University in 2014. He received his M.S. and Ph.D. from the School of Integrated Technology, Yonsei University, South Korea, in 2020. He is currently working as a Postdoctoral researcher in the Seamless Transportation Lab at the School of Integrated Technology, Yonsei University, South Korea. AR/VR systems, Autonomous vehicles, Computer vision, and Artificial intelligence are his main research interests.
Hyunbin Park received his B.S. degree from the School of Electrical and Electronics Engineering, Yonsei University in 2013. He received his M.S. and Ph.D. from the School of Integrated Technology, Yonsei University, South Korea, in 2019. He has also worked as a Postdoctoral researcher at the School of Integrated Technology, Yonsei University, after obtaining his Ph.D. degree. Currently, he isworking as Staff Engineer in Samsung Electronics, South Korea. He is expertise in the design of Inference accelerators for deep neural networks, Deep learning processors inside cameras, etc. His research interests are in NPU designs for smartphones, Autonomous vehicle processors, Artificial Intelligent & Deep Learning based Hardware Accelerators, etc.
Shiho Kim is a Professor in the School of Integrated Technology, Yonsei University, South Korea. He received his B.S. degree in Electronic Engineering from Yonsei University, South Korea in 1986. He received his M.S. and Ph.D. degrees in Electrical Engineering in 1988 and 1995, respectively from KAIST, South Korea. His main research interest includes the development of software and hardware technologies for intelligent vehicles and reinforcement learning for autonomous vehicles. He is a member of the editorial board and reviewer for various Journals and International conferences. So far, he has organized two International conferences as Technical Chair/General Chair. He is a member of IEIE (Institute of Electronics and Information Engineers of Korea), KSAE (Korean Society of Automotive Engineers), vice president of KINGC (Korean Institute of Next Generation Computing), and a senior member of IEEE. He is the co-author for over 100 papers and holds more than 50 patents in the field of information and communication technology.
作者簡介(中文翻譯)
Ashutosh Mishra於2008年獲得印度烏塔爾邦技術大學勒克瑙的電子與通信工程學士學位。他於2011年在印度阿拉哈巴德國立技術學院完成微電子與VLSI設計碩士學位。2018年,他在印度理工學院(BHU)瓦拉納西的電子工程系獲得博士學位。他曾在印度拉伊普爾國立技術學院擔任電子與通信工程助理教授。他是2019年韓國研究獎學金(KRF)的獲得者,該獎學金由韓國科學技術部通過韓國國家研究基金會提供。目前,他在韓國延世大學整合技術學院的無縫交通實驗室擔任研究教職與Brain Pool Fellow。他的研究興趣包括智能系統、自動駕駛車輛、人工智慧、融合技術等。
Jaekwang Cha於2014年獲得延世大學電氣與電子工程學院的學士學位。他於2020年在韓國延世大學整合技術學院獲得碩士及博士學位。目前,他在延世大學整合技術學院的無縫交通實驗室擔任博士後研究員。他的主要研究興趣包括AR/VR系統、自動駕駛車輛、計算機視覺和人工智慧。
Hyunbin Park於2013年獲得延世大學電氣與電子工程學院的學士學位。他於2019年在韓國延世大學整合技術學院獲得碩士及博士學位。獲得博士學位後,他也曾在延世大學整合技術學院擔任博士後研究員。目前,他在韓國三星電子擔任工程師,專長於深度神經網絡的推理加速器設計、相機內的深度學習處理器等。他的研究興趣包括智能手機的NPU設計、自動駕駛車輛處理器、基於人工智慧與深度學習的硬體加速器等。
Shiho Kim是韓國延世大學整合技術學院的教授。他於1986年在延世大學獲得電子工程學士學位,並於1988年和1995年分別在KAIST獲得電機工程碩士及博士學位。他的主要研究興趣包括智能車輛的軟硬體技術開發及自動駕駛車輛的強化學習。他是多個期刊和國際會議的編輯委員會成員及審稿人。迄今為止,他已作為技術主席/總主席組織了兩場國際會議。他是韓國電子與資訊工程學會(IEIE)、韓國汽車工程學會(KSAE)的成員,並擔任韓國下一代計算研究所(KINGC)的副會長,以及IEEE的資深會員。他是超過100篇論文的共同作者,並在資訊與通信技術領域擁有超過50項專利。