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Thinking Machines Neural Networks And Hardware Implementation

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Thinking Machines

Thinking Machines Book
Author : Shigeyuki Takano
Publisher : Academic Press
Release : 2021-03-27
ISBN : 0128182806
Language : En, Es, Fr & De

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Book Description :

Thinking Machines: Machine Learning and Its Hardware Implementation covers the theory and application of machine learning, neuromorphic computing and neural networks. This is the first book that focuses on machine learning accelerators and hardware development for machine learning. It presents not only a summary of the latest trends and examples of machine learning hardware and basic knowledge of machine learning in general, but also the main issues involved in its implementation. Readers will learn what is required for the design of machine learning hardware for neuromorphic computing and/or neural networks. This is a recommended book for those who have basic knowledge of machine learning or those who want to learn more about the current trends of machine learning. Presents a clear understanding of various available machine learning hardware accelerator solutions that can be applied to selected machine learning algorithms Offers key insights into the development of hardware, from algorithms, software, logic circuits, to hardware accelerators Introduces the baseline characteristics of deep neural network models that should be treated by hardware as well Presents readers with a thorough review of past research and products, explaining how to design through ASIC and FPGA approaches for target machine learning models Surveys current trends and models in neuromorphic computing and neural network hardware architectures Outlines the strategy for advanced hardware development through the example of deep learning accelerators

The Promise of Neural Networks

The Promise of Neural Networks Book
Author : J.G. Taylor
Publisher : Springer Science & Business Media
Release : 2012-12-06
ISBN : 1447103955
Language : En, Es, Fr & De

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Book Description :

This book is the product of a 15-month intensive investigation of the European artificial network scene, together with a view of the broader framework of the subject in a world context. It could not have been completed in such a remarkably short time, and so effectively, without the dedicated efforts of Louise Turner, the DEANNA secretary, and Geoff Chappell, the DEANNA researcher, at the Centre for Neural Networks, King's College, London. I would like to take this opportunity to thank them for their heroic efforts. I would also like to thank my colleagues in the Centre and in the Mathematics Department, especially Mark Plumbley, Michael Reiss and Trevor Clarkson for all their help and encouragement, Denise Gorse of University College London, for allowing use of her lecture notes as a basis for the tutorial and the DEANNA partners for the part they played. Finally I would like to acknowledge the European Community support, and especially Mike Coyle for his trenchant comments during the carrying out of the work. March 1993 J. G. Taylor CONTENTS PART I: SETTING THE SCENE Chapter 1: DEANNA. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 1 . 1 Introduction. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 . 2 The Geographical Dimension. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 1 1. 3 The Industrial Dimension. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 1 . 4 The Plan for Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 Chapter 2: Neural Net Demonstrators. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2. 1 The Status of Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2. 2 Reasons for the Employment of Neural Networks . . . . . . . . . . . . . . . . . . . 9 2. 3 Neural Network Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 2. 4 Areas of Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 2. 5 Typical Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Brainmakers How Scientists Moving Beyond Computers Create Rival to Humn Brain

Brainmakers  How Scientists Moving Beyond Computers Create Rival to Humn Brain Book
Author : David H. Freedman
Publisher : Simon and Schuster
Release : 2010-06-15
ISBN : 9781439142790
Language : En, Es, Fr & De

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Book Description :

A fascinating tour behind the scenes at laboratories around the world as top researchers race to create revolutionary "thinking machines" that may one day lead to a new form of intelligence. Join David Freedman as he takes you on a fascinating tour behind the scenes at laboratories around the world as top researchers race to create revolutionary "thinking machines" that may one day lead to a new form of intelligence. The subject of fantasy and skepticism for centuries—from William James's mechanical bride to 2001's Hal to Star Wars' R2D2—artificial intelligence has been limited to number-crunching computers that are "smart" only in highly specific domains like chess—until now. Brainmakers is an eye-opening, mind-expanding, and mind-blowing journey through laboratories engaged in cutting-edge research into neuroscience and robotics. Inside, you'll discover: MIT's Attila, a 3.6-pound, six-legged robot that learns as it interacts with its surroundings. Japan's efforts to grow brain cells on chips and construct a "wiring diagram" of the human brain. UCLA's "robot farm," where robots will be "bred" for intelligence. In exciting yet accessible detail, Freedman shows how this research has moved into a new realm that transcends computer science, combining neuroscience, microbiology, evolutionary biology, and zoology. Modeled after natural rather than artificial intelligence, thinking machines may soon develop powers that rival—or exceed—those of the human brain.

Handbook of Neural Computation

Handbook of Neural Computation Book
Author : Emile Fiesler,Russell Beale
Publisher : CRC Press
Release : 2020-01-15
ISBN : 1420050648
Language : En, Es, Fr & De

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Book Description :

The Handbook of Neural Computation is a practical, hands-on guide to the design and implementation of neural networks used by scientists and engineers to tackle difficult and/or time-consuming problems. The handbook bridges an information pathway between scientists and engineers in different disciplines who apply neural networks to similar probl

Shape Recognition

Shape Recognition Book
Author : Omid Omidvar
Publisher : Intellect Books
Release : 1999
ISBN : 9781567503289
Language : En, Es, Fr & De

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Book Description :

This text reviews current research in natural and synthetic neural networks, as well as reviews in modeling, analysis, design, and development of neural networks in software and hardware areas.

The Hidden Pattern

The Hidden Pattern Book
Author : Ben Goertzel
Publisher : Universal-Publishers
Release : 2006
ISBN : 1581129890
Language : En, Es, Fr & De

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Book Description :

The Hidden Pattern presents a novel philosophy of mind, intended to form a coherent conceptual framework within which it is possible to understand the diverse aspects of mind and intelligence in a unified way. The central concept of the philosophy presented is the concept of "pattern": minds and the world they live in and co-create are viewed as patterned systems of patterns, evolving over time, and various aspects of subjective experience and individual and social intelligence are analyzed in detail in this light. Many of the ideas presented are motivated by recent research in artificial intelligence and cognitive science, and the author's own AI research is discussed in moderate detail in one chapter. However, the scope of the book is broader than this, incorporating insights from sources as diverse as Vedantic philosophy, psychedelic psychotherapy, Nietzschean and Peircean metaphysics and quantum theory. One of the unique aspects of the patternist approach is the way it seamlessly fuses the mechanistic, engineering-oriented approach to intelligence and the introspective, experiential approach to intelligence.

Scientific and Technical Aerospace Reports

Scientific and Technical Aerospace Reports Book
Author : Anonim
Publisher : Unknown
Release : 1992
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Scientific and Technical Aerospace Reports book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Information and Classification

Information and Classification Book
Author : Otto Opitz,Berthold Lausen,Rüdiger Klar
Publisher : Springer Science & Business Media
Release : 2013-03-13
ISBN : 3642509746
Language : En, Es, Fr & De

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Book Description :

In many fields of science and practice large amounts of data and informationare collected for analyzing and visualizing latent structures as orderings or classifications for example. This volume presents refereed and revised versions of 52 papers selected from the contributions of the 16th AnnualConference of the "German Classification Society". The papers are organized in three major sections on Data Analysis and Classification (1), InformationRetrieval, Knowledge Processing and Software (2), Applications and Special Topics (3). Moreover, the papers were grouped and ordered within the major sections. So, in the first section we find papers on Classification Methods, Fuzzy Classification, Multidimensional Scaling, Discriminant Analysis and Conceptual Analysis. The second section contains papers on Neural Networks and Computational Linguisticsin addition to the mentioned fields. An essential part of the third section attends to Sequence Data and Tree Reconstruction as well as Data Analysis and Informatics in Medicine. As special topics the volume presents applications in Thesauri, Archaeology, Musical Science and Psychometrics.

Creating Internet Intelligence

Creating Internet Intelligence Book
Author : Ben Goertzel
Publisher : Springer Science & Business Media
Release : 2012-12-06
ISBN : 1461505615
Language : En, Es, Fr & De

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Book Description :

Creating Internet Intelligence is an interdisciplinary treatise exploring the hypothesis that global computer and communication networks will one day evolve into an autonomous intelligent system, and making specific recommendations as to what engineers and scientists can do today to encourage and shape this evolution. A general theory of intelligent systems is described, based on the author's previous work; and in this context, the specific notion of Internet intelligence is fleshed out, in its commercial, social, psychological, computer-science, philosophical, and theological aspects. Software engineering work carried out by the author and his team over the last few years, aimed at seeding the emergence of Internet intelligence, is reviewed in some detail, including the Webmind AI Engine, a uniquely powerful Internet-based digital intelligence, and the Webworld platform for peer-to-peer distributed cognition and artificial life. The book should be of interest to computer scientists, philosophers, and social scientists, and more generally to anyone concerned about the nature of the mind, or the evolution of computer and Internet technology and its effect on human life.

The Path to Posthumanity

The Path to Posthumanity Book
Author : Ben Goertzel,Stephan Vladimir Bugaj
Publisher : Academica Press,LLC
Release : 2006
ISBN : 193090195X
Language : En, Es, Fr & De

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Book Description :

Describing the near future technologies and scientific changes that will affect human life in the next 25 years, this book covers key topics in artificial intelligence, as well as looking at computing and biotechnology.

An Introduction to Neural Networks

An Introduction to Neural Networks Book
Author : Kevin Gurney
Publisher : CRC Press
Release : 2018-10-08
ISBN : 1482286998
Language : En, Es, Fr & De

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Book Description :

Though mathematical ideas underpin the study of neural networks, the author presents the fundamentals without the full mathematical apparatus. All aspects of the field are tackled, including artificial neurons as models of their real counterparts; the geometry of network action in pattern space; gradient descent methods, including back-propagation; associative memory and Hopfield nets; and self-organization and feature maps. The traditionally difficult topic of adaptive resonance theory is clarified within a hierarchical description of its operation. The book also includes several real-world examples to provide a concrete focus. This should enhance its appeal to those involved in the design, construction and management of networks in commercial environments and who wish to improve their understanding of network simulator packages. As a comprehensive and highly accessible introduction to one of the most important topics in cognitive and computer science, this volume should interest a wide range of readers, both students and professionals, in cognitive science, psychology, computer science and electrical engineering.

From Animals to Animats 2

From Animals to Animats 2 Book
Author : Jean-Arcady Meyer,H. L. Roitblat,Stewart W. Wilson,Stewart W Wilson
Publisher : MIT Press
Release : 1993
ISBN : 9780262631495
Language : En, Es, Fr & De

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Book Description :

More than sixty contributions in From Animals to Animats 2 byresearchers in ethology, ecology, cybernetics, artificial intelligence, robotics, and related fieldsinvestigate behaviors and the underlying mechanisms that allow animals and, potentially, robots toadapt and survive in uncertain environments. Jean-Arcady Meyer is Director of Research, CNRS, Paris.Herbert L. Roitblat is Professor of Psychology at the University of Hawaii at Manoa. Stewart W.Wilson is a scientist at The Rowland Institute for Science, Cambridge,Massachusetts. Topics covered: The Animat Approach to Adaptive Behavior,Perception and Motor Control, Action Selection and Behavioral Sequences, Cognitive Maps and InternalWorld Models, Learning, Evolution, Collective Behavior.

Understanding and Bridging the Gap between Neuromorphic Computing and Machine Learning

Understanding and Bridging the Gap between Neuromorphic Computing and Machine Learning Book
Author : Lei Deng,Kaushik Roy,Huajin Tang
Publisher : Frontiers Media SA
Release : 2021-05-05
ISBN : 2889667421
Language : En, Es, Fr & De

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Book Description :

Download Understanding and Bridging the Gap between Neuromorphic Computing and Machine Learning book written by Lei Deng,Kaushik Roy,Huajin Tang, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

WCNN 96 San Diego California U S A

WCNN 96  San Diego  California  U S A  Book
Author : International Neural Network Society
Publisher : Psychology Press
Release : 1996
ISBN : 9780805826081
Language : En, Es, Fr & De

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Book Description :

Centered around major topic areas of both theoretical and practical importance, the World Congress on Neural Networks provides its registrants -- from a diverse background encompassing industry, academia, and government -- with the latest research and applications in the neural network field.

Neural Networks Theory Technology and Applications

Neural Networks Theory  Technology  and Applications Book
Author : Patrick K. Simpson
Publisher : Institute of Electrical & Electronics Engineers(IEEE)
Release : 1996
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Neural Networks Theory Technology and Applications book written by Patrick K. Simpson, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Bio Inspired Artificial Intelligence

Bio Inspired Artificial Intelligence Book
Author : Dario Floreano,Claudio Mattiussi
Publisher : MIT Press
Release : 2008-08-22
ISBN : 0262062712
Language : En, Es, Fr & De

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Book Description :

A comprehensive introduction to new approaches in artificial intelligence and robotics that are inspired by self-organizing biological processes and structures. New approaches to artificial intelligence spring from the idea that intelligence emerges as much from cells, bodies, and societies as it does from evolution, development, and learning. Traditionally, artificial intelligence has been concerned with reproducing the abilities of human brains; newer approaches take inspiration from a wider range of biological structures that that are capable of autonomous self-organization. Examples of these new approaches include evolutionary computation and evolutionary electronics, artificial neural networks, immune systems, biorobotics, and swarm intelligence—to mention only a few. This book offers a comprehensive introduction to the emerging field of biologically inspired artificial intelligence that can be used as an upper-level text or as a reference for researchers. Each chapter presents computational approaches inspired by a different biological system; each begins with background information about the biological system and then proceeds to develop computational models that make use of biological concepts. The chapters cover evolutionary computation and electronics; cellular systems; neural systems, including neuromorphic engineering; developmental systems; immune systems; behavioral systems—including several approaches to robotics, including behavior-based, bio-mimetic, epigenetic, and evolutionary robots; and collective systems, including swarm robotics as well as cooperative and competitive co-evolving systems. Chapters end with a concluding overview and suggested reading.

British Logic in the Nineteenth Century

British Logic in the Nineteenth Century Book
Author : Dov M. Gabbay,John Woods
Publisher : Elsevier
Release : 2008-03-10
ISBN : 9780080557014
Language : En, Es, Fr & De

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Book Description :

The present volume of the Handbook of the History of Logic is designed to establish 19th century Britain as a substantial force in logic, developing new ideas, some of which would be overtaken by, and other that would anticipate, the century's later capitulation to the mathematization of logic. British Logic in the Nineteenth Century is indispensable reading and a definitive research resource for anyone with an interest in the history of logic. - Detailed and comprehensive chapters covering the entire range of modal logic - Contains the latest scholarly discoveries and interpretative insights that answer many questions in the field of logic

Artificial Neural Networks

Artificial Neural Networks Book
Author : Robert J. Schalkoff
Publisher : McGraw-Hill Science, Engineering & Mathematics
Release : 1997
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

While the primary objective of the text is to provide a teaching tool, practicing engineers and scientists are likely to find the clear, concept-based treatment useful in updating their backgrounds.

IEEE International Conference on Neural Networks

IEEE     International Conference on Neural Networks Book
Author : Anonim
Publisher : Unknown
Release : 1993
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download IEEE International Conference on Neural Networks book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Energy Efficient Computing Electronics

Energy Efficient Computing   Electronics Book
Author : Santosh K. Kurinec,Sumeet Walia
Publisher : CRC Press
Release : 2019-01-31
ISBN : 1351779850
Language : En, Es, Fr & De

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Book Description :

In our abundant computing infrastructure, performance improvements across most all application spaces are now severely limited by the energy dissipation involved in processing, storing, and moving data. The exponential increase in the volume of data to be handled by our computational infrastructure is driven in large part by unstructured data from countless sources. This book explores revolutionary device concepts, associated circuits, and architectures that will greatly extend the practical engineering limits of energy-efficient computation from device to circuit to system level. With chapters written by international experts in their corresponding field, the text investigates new approaches to lower energy requirements in computing. Features • Has a comprehensive coverage of various technologies • Written by international experts in their corresponding field • Covers revolutionary concepts at the device, circuit, and system levels