Ai For Computer Architecture
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Ai For Computer Architecture
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Author : Lizhong Chen
language : en
Publisher: Morgan & Claypool Publishers
Release Date : 2020-11-06
Ai For Computer Architecture written by Lizhong Chen and has been published by Morgan & Claypool Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-06 with Computers categories.
This book reviews the application of machine learning in system-wide simulation and run-time optimization, and in many individual components such as caches/memories, branch predictors, networks-on-chip, and GPUs. Artificial intelligence has already enabled pivotal advances in diverse fields, yet its impact on computer architecture has only just begun. In particular, recent work has explored broader application to the design, optimization, and simulation of computer architecture. Notably, machine-learning-based strategies often surpass prior state-of-the-art analytical, heuristic, and human-expert approaches. The book further analyzes current practice to highlight useful design strategies and identify areas for future work, based on optimized implementation strategies, opportune extensions to existing work, and ambitious long term possibilities. Taken together, these strategies and techniques present a promising future for increasingly automated computer architecture designs.
Ai For Computer Architecture
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Author : Lizhong Chen
language : en
Publisher: Springer Nature
Release Date : 2022-05-31
Ai For Computer Architecture written by Lizhong Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-31 with Technology & Engineering categories.
Artificial intelligence has already enabled pivotal advances in diverse fields, yet its impact on computer architecture has only just begun. In particular, recent work has explored broader application to the design, optimization, and simulation of computer architecture. Notably, machine-learning-based strategies often surpass prior state-of-the-art analytical, heuristic, and human-expert approaches. This book reviews the application of machine learning in system-wide simulation and run-time optimization, and in many individual components such as caches/memories, branch predictors, networks-on-chip, and GPUs. The book further analyzes current practice to highlight useful design strategies and identify areas for future work, based on optimized implementation strategies, opportune extensions to existing work, and ambitious long term possibilities. Taken together, these strategies and techniques present a promising future for increasingly automated computer architecture designs.
Ascend Ai Processor Architecture And Programming
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Author : Xiaoyao Liang
language : en
Publisher: Elsevier
Release Date : 2020-07-29
Ascend Ai Processor Architecture And Programming written by Xiaoyao Liang and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-29 with Computers categories.
Ascend AI Processor Architecture and Programming: Principles and Applications of CANN offers in-depth AI applications using Huawei's Ascend chip, presenting and analyzing the unique performance and attributes of this processor. The title introduces the fundamental theory of AI, the software and hardware architecture of the Ascend AI processor, related tools and programming technology, and typical application cases. It demonstrates internal software and hardware design principles, system tools and programming techniques for the processor, laying out the elements of AI programming technology needed by researchers developing AI applications. Chapters cover the theoretical fundamentals of AI and deep learning, the state of the industry, including the current state of Neural Network Processors, deep learning frameworks, and a deep learning compilation framework, the hardware architecture of the Ascend AI processor, programming methods and practices for developing the processor, and finally, detailed case studies on data and algorithms for AI. - Presents the performance and attributes of the Huawei Ascend AI processor - Describes the software and hardware architecture of the Ascend processor - Lays out the elements of AI theory, processor architecture, and AI applications - Provides detailed case studies on data and algorithms for AI - Offers insights into processor architecture and programming to spark new AI applications
Computer Architecture For Scientists
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Author : Andrew A. Chien
language : en
Publisher: Cambridge University Press
Release Date : 2022-03-10
Computer Architecture For Scientists written by Andrew A. Chien and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-10 with Computers categories.
A principled, high-level view of computer performance and how to exploit it. Ideal for software architects and data scientists.
The Routledge Companion To Artificial Intelligence In Architecture
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Author : Imdat As
language : en
Publisher: Routledge
Release Date : 2021-05-05
The Routledge Companion To Artificial Intelligence In Architecture written by Imdat As and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-05 with Architecture categories.
Providing the most comprehensive source available, this book surveys the state of the art in artificial intelligence (AI) as it relates to architecture. This book is organized in four parts: theoretical foundations, tools and techniques, AI in research, and AI in architectural practice. It provides a framework for the issues surrounding AI and offers a variety of perspectives. It contains 24 consistently illustrated contributions examining seminal work on AI from around the world, including the United States, Europe, and Asia. It articulates current theoretical and practical methods, offers critical views on tools and techniques, and suggests future directions for meaningful uses of AI technology. Architects and educators who are concerned with the advent of AI and its ramifications for the design industry will find this book an essential reference.
Computer Architecture Digital Circuits To Microprocessors
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Author : Guiherme Arroz
language : en
Publisher: World Scientific
Release Date : 2018-08-23
Computer Architecture Digital Circuits To Microprocessors written by Guiherme Arroz and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-23 with Computers categories.
An introductory text to computer architecture, this comprehensive volume covers the concepts from logic gates to advanced computer architecture. It comes with a full spectrum of exercises and web-downloadable support materials, including assembler and simulator, which can be used in the context of different courses. The authors also make available a hardware description, which can be used in labs and assignments, for hands-on experimentation with an actual, simple processor.This unique compendium is a useful reference for undergraduates, graduates and professionals majoring in computer engineering, circuits and systems, software engineering, biomedical engineering and aerospace engineering.Related Link(s)
Processing In Memory For Ai
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Author : Joo-Young Kim
language : en
Publisher: Springer Nature
Release Date : 2022-07-09
Processing In Memory For Ai written by Joo-Young Kim and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-09 with Technology & Engineering categories.
This book provides a comprehensive introduction to processing-in-memory (PIM) technology, from its architectures to circuits implementations on multiple memory types and describes how it can be a viable computer architecture in the era of AI and big data. The authors summarize the challenges of AI hardware systems, processing-in-memory (PIM) constraints and approaches to derive system-level requirements for a practical and feasible PIM solution. The presentation focuses on feasible PIM solutions that can be implemented and used in real systems, including architectures, circuits, and implementation cases for each major memory type (SRAM, DRAM, and ReRAM).
Handbook Of Computer Architecture
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Author : Anupam Chattopadhyay
language : en
Publisher: Springer Nature
Release Date : 2024-12-20
Handbook Of Computer Architecture written by Anupam Chattopadhyay and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-20 with Technology & Engineering categories.
This handbook presents the key topics in the area of computer architecture covering from the basic to the most advanced topics, including software and hardware design methodologies. It will provide readers with the most comprehensive updated reference information covering applications in single core processors, multicore processors, application-specific processors, reconfigurable architectures, emerging computing architectures, processor design and programming flows, test and verification. This information benefits the readers as a full and quick technical reference with a high-level review of computer architecture technology, detailed technical descriptions and the latest practical applications.
Understanding Computer Architectures Principles And Applications
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Author : Pasquale De Marco
language : en
Publisher: Pasquale De Marco
Release Date :
Understanding Computer Architectures Principles And Applications written by Pasquale De Marco and has been published by Pasquale De Marco this book supported file pdf, txt, epub, kindle and other format this book has been release on with Technology & Engineering categories.
Embark on a comprehensive journey into the realm of computer architecture with this definitive guide. Delve into the fundamental principles, concepts, and techniques that shape the design, implementation, and evaluation of modern computing systems. Through an engaging narrative, this book unravels the intricate workings of computer architecture, providing a solid foundation for understanding the capabilities and limitations of these complex systems. Explore the evolution of key ideas and technologies that have transformed the landscape of computing, from the earliest mechanical devices to the powerful supercomputers of today. Discover the fundamental building blocks of computer systems, including processors, memory, input/output devices, and storage systems. Gain insights into their design, implementation, and interconnections, and learn how these components work together to execute instructions, process data, and communicate with the outside world. Navigate the challenges and trade-offs inherent in computer architecture, such as the delicate balance between cost, performance, power consumption, and reliability. Equip yourself with the knowledge and tools to make informed decisions and develop innovative solutions that meet the specific requirements of diverse applications. Explore the impact of emerging technologies on computer architecture, including multicore processors, graphics processing units (GPUs), and specialized accelerators. Learn how these advancements have opened up new possibilities for parallel computing, artificial intelligence, and other data-intensive applications. Understand the architectural implications of these technologies and the challenges and opportunities they present. Recognize the importance of the interplay between hardware and software, and delve into the co-design process that ensures systems are optimized for the workloads they are intended to run. Gain insights into instruction set architectures (ISAs), compilers, and operating systems, and appreciate the intricate relationship between these components. By the end of this comprehensive guide, you will have acquired a profound understanding of computer architecture, empowering you to design, implement, and evaluate computing systems that meet the demands of the ever-changing technological landscape. If you like this book, write a review!
Computer Architecture
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Author : John L. Hennessy
language : en
Publisher: Elsevier
Release Date : 2012
Computer Architecture written by John L. Hennessy and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with Computers categories.
The computing world is in the middle of a revolution: mobile clients and cloud computing have emerged as the dominant paradigms driving programming and hardware innovation. This book focuses on the shift, exploring the ways in which software and technology in the 'cloud' are accessed by cell phones, tablets, laptops, and more