Perceptrons Reissue Of The 1988 Expanded Edition With A New Foreword By Leon Bottou

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Perceptrons, Reissue of the 1988 Expanded Edition with a new foreword by Léon Bottou

Author : Marvin Minsky
Publisher : MIT Press
ISBN 13 : 0262534770
Total Pages : 317 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Perceptrons, Reissue of the 1988 Expanded Edition with a new foreword by Léon Bottou by : Marvin Minsky

Download or read book Perceptrons, Reissue of the 1988 Expanded Edition with a new foreword by Léon Bottou written by Marvin Minsky and published by MIT Press. This book was released on 2017-09-22 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first systematic study of parallelism in computation by two pioneers in the field. Reissue of the 1988 Expanded Edition with a new foreword by Léon Bottou In 1969, ten years after the discovery of the perceptron—which showed that a machine could be taught to perform certain tasks using examples—Marvin Minsky and Seymour Papert published Perceptrons, their analysis of the computational capabilities of perceptrons for specific tasks. As Léon Bottou writes in his foreword to this edition, “Their rigorous work and brilliant technique does not make the perceptron look very good.” Perhaps as a result, research turned away from the perceptron. Then the pendulum swung back, and machine learning became the fastest-growing field in computer science. Minsky and Papert's insistence on its theoretical foundations is newly relevant. Perceptrons—the first systematic study of parallelism in computation—marked a historic turn in artificial intelligence, returning to the idea that intelligence might emerge from the activity of networks of neuron-like entities. Minsky and Papert provided mathematical analysis that showed the limitations of a class of computing machines that could be considered as models of the brain. Minsky and Papert added a new chapter in 1987 in which they discuss the state of parallel computers, and note a central theoretical challenge: reaching a deeper understanding of how “objects” or “agents” with individuality can emerge in a network. Progress in this area would link connectionism with what the authors have called “society theories of mind.”

Advances in Swarm Intelligence

Author : Anupam Biswas
Publisher : Springer Nature
ISBN 13 : 3031098358
Total Pages : 416 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Advances in Swarm Intelligence by : Anupam Biswas

Download or read book Advances in Swarm Intelligence written by Anupam Biswas and published by Springer Nature. This book was released on 2022-10-01 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Swarm Intelligence (SI) has grown significantly, both from the perspective of algorithmic development and applications covering almost all disciplines science and technology. This book emphasizes the studies of existing SI techniques, their variants and applications. The book also contains reviews of new developments in SI techniques and hybridizations. Algorithm specific studies covering basic introduction and analysis of key components of these algorithms, such as convergence, balance of solution accuracy, computational costs, tuning and control of parameters. Application specific studies incorporating the ways of designing objective functions, solution representation and constraint handling. The book also includes studies on application domain specific adaptations in the SI techniques. The book will be beneficial for academicians and researchers from various disciplines of engineering and science working in applications of SI and other optimization problems.

From Unimodal to Multimodal Machine Learning

Author : Blaž Škrlj
Publisher : Springer Nature
ISBN 13 : 3031570162
Total Pages : 78 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis From Unimodal to Multimodal Machine Learning by : Blaž Škrlj

Download or read book From Unimodal to Multimodal Machine Learning written by Blaž Škrlj and published by Springer Nature. This book was released on with total page 78 pages. Available in PDF, EPUB and Kindle. Book excerpt:

AI & I

Author : Eugene Charniak
Publisher : MIT Press
ISBN 13 : 0262379244
Total Pages : 197 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis AI & I by : Eugene Charniak

Download or read book AI & I written by Eugene Charniak and published by MIT Press. This book was released on 2024-10-08 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: A concise and illuminating history of the field of artificial intelligence from one of its earliest and most respected pioneers. AI & I is an intellectual history of the field of artificial intelligence from the perspective of one of its first practitioners, Eugene Charniak. Charniak entered the field in 1967, roughly 12 years after AI’s founding, and was involved in many of AI’s formative milestones. In this book, he traces the trajectory of breakthroughs and disappointments of the discipline up to the current day, clearly and engagingly demystifying this oft revered and misunderstood technology. His argument is controversial but well supported: that classical AI has been almost uniformly unsuccessful and that the modern deep learning approach should be viewed as the foundation for all the exciting developments that are to come. Written for the scientifically educated layperson, this book chronicles the history of the field of AI, starting with its origin in 1956, as a topic for a small academic workshop held at Dartmouth University. From there, the author covers reasoning and knowledge representation, reasoning under uncertainty, chess, computer vision, speech recognition, language acquisition, deep learning, and learning writ large. Ultimately, Charniak takes issue with the controversy of AI—the fear that its invention means the end of jobs, creativity, and potentially even humans as a species—and explains why such concerns are unfounded. Instead, he believes that we should embrace the technology and all its potential to benefit society.

Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods

Author : Kemal Polat
Publisher : Elsevier
ISBN 13 : 0323996817
Total Pages : 303 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods by : Kemal Polat

Download or read book Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods written by Kemal Polat and published by Elsevier. This book was released on 2023-04-30 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diagnostic Biomedical Signal and Image Processing Applications with Deep Learning Methods presents comprehensive research on both medical imaging and medical signals analysis. The book discusses classification, segmentation, detection, tracking and retrieval applications of non-invasive methods such as EEG, ECG, EMG, MRI, fMRI, CT and X-RAY, amongst others. These image and signal modalities include real challenges that are the main themes that medical imaging and medical signal processing researchers focus on today. The book also emphasizes removing noise and specifying dataset key properties, with each chapter containing details of one of the medical imaging or medical signal modalities. Focusing on solving real medical problems using new deep learning and CNN approaches, this book will appeal to research scholars, graduate students, faculty members, R&D engineers, and biomedical engineers who want to learn how medical signals and images play an important role in the early diagnosis and treatment of diseases. - Investigates novel concepts of deep learning for acquisition of non-invasive biomedical image and signal modalities for different disorders - Explores the implementation of novel deep learning and CNN methodologies and their impact studies that have been tested on different medical case studies - Presents end-to-end CNN architectures for automatic detection of situations where early diagnosis is important - Includes novel methodologies, datasets, design and simulation examples

Rebooting AI

Author : Gary Marcus
Publisher : Vintage
ISBN 13 : 1524748269
Total Pages : 288 pages
Book Rating : 4.5/5 (247 download)

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Book Synopsis Rebooting AI by : Gary Marcus

Download or read book Rebooting AI written by Gary Marcus and published by Vintage. This book was released on 2019-09-10 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Two leaders in the field offer a compelling analysis of the current state of the art and reveal the steps we must take to achieve a truly robust artificial intelligence. Despite the hype surrounding AI, creating an intelligence that rivals or exceeds human levels is far more complicated than we have been led to believe. Professors Gary Marcus and Ernest Davis have spent their careers at the forefront of AI research and have witnessed some of the greatest milestones in the field, but they argue that a computer beating a human in Jeopardy! does not signal that we are on the doorstep of fully autonomous cars or superintelligent machines. The achievements in the field thus far have occurred in closed systems with fixed sets of rules, and these approaches are too narrow to achieve genuine intelligence. The real world, in contrast, is wildly complex and open-ended. How can we bridge this gap? What will the consequences be when we do? Taking inspiration from the human mind, Marcus and Davis explain what we need to advance AI to the next level, and suggest that if we are wise along the way, we won't need to worry about a future of machine overlords. If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis and gatherine ever larger collections of data, we will be able to create an AI we can trust—in our homes, our cars, and our doctors' offices. Rebooting AI provides a lucid, clear-eyed assessment of the current science and offers an inspiring vision of how a new generation of AI can make our lives better.

The Computer Book

Author : Simson L Garfinkel
Publisher : Union Square + ORM
ISBN 13 : 1454926228
Total Pages : 739 pages
Book Rating : 4.4/5 (549 download)

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Book Synopsis The Computer Book by : Simson L Garfinkel

Download or read book The Computer Book written by Simson L Garfinkel and published by Union Square + ORM. This book was released on 2019-01-15 with total page 739 pages. Available in PDF, EPUB and Kindle. Book excerpt: An illustrated journey through 250 milestones in computer science, from the ancient abacus to Boolean algebra, GPS, and social media. With 250 illustrated landmark inventions, publications, and events—encompassing everything from ancient record-keeping devices to the latest computing technologies—The Computer Book takes a chronological journey through the history and future of computer science. Two expert authors, with decades of experience working in computer research and innovation, explore topics including: the Sumerian abacus * the first spam message * Morse code * cryptography * early computers * Isaac Asimov’s laws of robotics * UNIX and early programming languages * movies * video games * mainframes * minis and micros * hacking * virtual reality * and more “What a delight! A fast trip through the computing landscape in the company of friendly tour guides who know the history.” —Harry Lewis, Gordon McKay Professor of Computer Science, Harvard University

Computation: Finite and Infinite Machines

Author : Marvin Lee Minsky
Publisher : Prentice Hall
ISBN 13 :
Total Pages : 344 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Computation: Finite and Infinite Machines by : Marvin Lee Minsky

Download or read book Computation: Finite and Infinite Machines written by Marvin Lee Minsky and published by Prentice Hall. This book was released on 1967 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Semantic Information Processing

Author : Marvin Minsky
Publisher : Mit Press
ISBN 13 : 9780262516853
Total Pages : 450 pages
Book Rating : 4.5/5 (168 download)

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Book Synopsis Semantic Information Processing by : Marvin Minsky

Download or read book Semantic Information Processing written by Marvin Minsky and published by Mit Press. This book was released on 2003-01-01 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Deep Learning Techniques for Music Generation

Author : Jean-Pierre Briot
Publisher : Springer
ISBN 13 : 3319701630
Total Pages : 284 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Deep Learning Techniques for Music Generation by : Jean-Pierre Briot

Download or read book Deep Learning Techniques for Music Generation written by Jean-Pierre Briot and published by Springer. This book was released on 2019-11-08 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a survey and analysis of how deep learning can be used to generate musical content. The authors offer a comprehensive presentation of the foundations of deep learning techniques for music generation. They also develop a conceptual framework used to classify and analyze various types of architecture, encoding models, generation strategies, and ways to control the generation. The five dimensions of this framework are: objective (the kind of musical content to be generated, e.g., melody, accompaniment); representation (the musical elements to be considered and how to encode them, e.g., chord, silence, piano roll, one-hot encoding); architecture (the structure organizing neurons, their connexions, and the flow of their activations, e.g., feedforward, recurrent, variational autoencoder); challenge (the desired properties and issues, e.g., variability, incrementality, adaptability); and strategy (the way to model and control the process of generation, e.g., single-step feedforward, iterative feedforward, decoder feedforward, sampling). To illustrate the possible design decisions and to allow comparison and correlation analysis they analyze and classify more than 40 systems, and they discuss important open challenges such as interactivity, originality, and structure. The authors have extensive knowledge and experience in all related research, technical, performance, and business aspects. The book is suitable for students, practitioners, and researchers in the artificial intelligence, machine learning, and music creation domains. The reader does not require any prior knowledge about artificial neural networks, deep learning, or computer music. The text is fully supported with a comprehensive table of acronyms, bibliography, glossary, and index, and supplementary material is available from the authors' website.

A Student's Guide to the Schrödinger Equation

Author : Daniel A. Fleisch
Publisher : Cambridge University Press
ISBN 13 : 1108834736
Total Pages : 237 pages
Book Rating : 4.1/5 (88 download)

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Book Synopsis A Student's Guide to the Schrödinger Equation by : Daniel A. Fleisch

Download or read book A Student's Guide to the Schrödinger Equation written by Daniel A. Fleisch and published by Cambridge University Press. This book was released on 2020-02-20 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: A clear guide to the key concepts and mathematical techniques underlying the Schrödinger equation, including homework problems and fully worked solutions.

Ai

Author : Daniel Crevier
Publisher :
ISBN 13 :
Total Pages : 408 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Ai by : Daniel Crevier

Download or read book Ai written by Daniel Crevier and published by . This book was released on 1993-05-18 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: A fascinating portrait of the people, programs, and ideas that have driven the search to create thinking machines. Rich with anecdotes about the founders and leaders and their celebrated feuds and intellectual gamesmanship, AI chronicles their dramatic successes and failures and discusses the next nece ssary breakthrough: teaching computers "common sense".

Advances in Communication and Computational Technology

Author : Gurdeep Singh Hura
Publisher : Springer Nature
ISBN 13 : 9811553416
Total Pages : 1498 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Advances in Communication and Computational Technology by : Gurdeep Singh Hura

Download or read book Advances in Communication and Computational Technology written by Gurdeep Singh Hura and published by Springer Nature. This book was released on 2020-08-13 with total page 1498 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality peer-reviewed papers from the International Conference on Advanced Communication and Computational Technology (ICACCT) 2019 held at the National Institute of Technology, Kurukshetra, India. The contents are broadly divided into four parts: (i) Advanced Computing, (ii) Communication and Networking, (iii) VLSI and Embedded Systems, and (iv) Optimization Techniques.The major focus is on emerging computing technologies and their applications in the domain of communication and networking. The book will prove useful for engineers and researchers working on physical, data link and transport layers of communication protocols. Also, this will be useful for industry professionals interested in manufacturing of communication devices, modems, routers etc. with enhanced computational and data handling capacities.

Constructionism

Author : Idit Harel
Publisher : Greenwood
ISBN 13 :
Total Pages : 540 pages
Book Rating : 4.4/5 (91 download)

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Book Synopsis Constructionism by : Idit Harel

Download or read book Constructionism written by Idit Harel and published by Greenwood. This book was released on 1991 with total page 540 pages. Available in PDF, EPUB and Kindle. Book excerpt: In 1985 the Media Lab was created at MIT to advance the idea that computation would give rise to a new science of expressive media. Within the media lab, the Epistemology and Learning group extends the traditional definition of media by treating as expressive media materials with which children play and learn. The Group's work follows a paradigm for learning research called Constructionism. Several of the chapters directly address the theoretical formulation of Constructionism, and others describe experimental studies which enrich and confirm different aspects of the idea. Thus this volume can be taken as the most extensive and definitive statement to date of this approach to media and education research and practice. This book is structured around four major themes: learning through designing and programming; epistemological styles in constructionist learning, children and cybernetics; and video as a research tool for exploring and documenting constructionist environments.

The Turing Option

Author : Harry Harrison
Publisher : Hachette UK
ISBN 13 : 0575115912
Total Pages : 338 pages
Book Rating : 4.5/5 (751 download)

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Book Synopsis The Turing Option by : Harry Harrison

Download or read book The Turing Option written by Harry Harrison and published by Hachette UK. This book was released on 2013-11-28 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: A young genius is hunted by killers. His sole hope for survival lies in the brain power of the intelligent being he has created. The Earth's first machine intelligence becomes the key to a harrowing battle.

The Connected Family

Author : Seymour Papert
Publisher : Taylor Trade Publishing
ISBN 13 : 9781563523359
Total Pages : 211 pages
Book Rating : 4.5/5 (233 download)

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Book Synopsis The Connected Family by : Seymour Papert

Download or read book The Connected Family written by Seymour Papert and published by Taylor Trade Publishing. This book was released on 1996 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discusses the advantages and pitfalls of using computers in childhood education, and suggests ways parents can help children who are more computer-literate than they

Inventive Minds

Author : Marvin Minsky
Publisher : MIT Press
ISBN 13 : 0262039095
Total Pages : 231 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Inventive Minds by : Marvin Minsky

Download or read book Inventive Minds written by Marvin Minsky and published by MIT Press. This book was released on 2019-04-23 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Six essays by artificial intelligence pioneer Marvin Minsky on how education can foster inventiveness, paired with commentary by Minsky's former colleagues and students. Marvin Minsky was a pioneering researcher in artificial intelligence whose work led to both theoretical and practical advances. His work was motivated not only by technological advancement but also by the desire to understand the workings of our own minds. Minsky's insights about the mind provide fresh perspectives on education and how children learn. This book collects for the first time six essays by Minsky on children, learning, and the potential of computers in school to enrich children's development. In these essays Minsky discusses the shortcomings of conventional education (particularly in mathematics) and considers alternative approaches; reflects on the role of mentors; describes higher-level strategies for thinking across domains; and suggests projects for children to pursue. Each essay is paired with commentary by one of Minsky's former colleagues or students, which identifies Minsky's key ideas and connects his writings to current research. Minsky once observed that in traditional teaching, “instead of promoting inventiveness, we focus on preventing mistakes.” These essays offer Minsky's unique insights into how education can foster inventiveness. Commentary by Hal Abelson, Walter Bender, Alan Kay, Margaret Minsky, Brian Silverman, Gary Stager, Mike Travers, Patrick Henry Winston