Algorithms are not enough : creating general artificial intelligence
"The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about thi...
Ausführliche Beschreibung
Gespeichert in:
| Autor*in: |
Roitblat, H. L. [verfasserIn] |
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| Format: |
E-Book |
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| Sprache: |
Englisch |
| Erschienen: |
Cambridge, Massachusetts London: The MIT Press ; 2020 © 2020 |
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| Schlagwörter: |
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| Anmerkung: |
Includes bibliographical references and index |
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| Umfang: |
1 Online-Ressource |
| Links: | |
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| ISBN: |
978-0-262-35893-4 978-0-262-35892-7 |
| Katalog-ID: |
1741521246 |
|---|
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9780262358934 978-0-262-35893-4 9780262358927 978-0-262-35892-7 (DE-627)1741521246 (DE-599)KXP1741521246 (OCoLC)1226614618 DE-627 ger DE-627 rda eng XD-US XA-GB Roitblat, H. L. verfasserin aut Algorithms are not enough creating general artificial intelligence Herbert L. Roitblat Cambridge, Massachusetts London The MIT Press [2020] © 2020 1 Online-Ressource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index "The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about this prospect, but others have been terrified. Both have been disappointed. In fact, despite all of the progress in solving individual tasks, this research has not been on a road that could ever lead to general intelligence. To paraphrase the Ancient Greek poet, Archilochus, we have been building hedgehogs, when what we are after is a Fox. The fox, he said, knows many things, but the hedgehog knows one big thing. Even a stack of hedgehogs, however, cannot duplicate the intelligence of a fox. This book describes a roadmap for designing a generally intelligent fox that solves the problem of general intelligence. It brings to bear wide swaths of cognitive science, including psychology, philosophy, and history to debunk the barriers to general intelligence by identifying the essential features of intelligence that would be needed to achieve general artificial intelligence. Along the way, it makes it apparent that fears of an imminent explosion of uncontrollable computational intelligence (the so-called "singularity,") are completely unfounded"-- Artificial intelligence Artificial intelligence SCIENCE / History 9780262044127 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 Verlag lizenzpflichtig https://www.gbv.de/dms/bowker/toc/9780262044127.pdf 2021-10-20 Aggregator Inhaltsverzeichnis ZDB-37-IEM GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_22_i22818 GBV_ILN_23 ISIL_DE-830 GBV_ILN_62 ISIL_DE-28 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 BO 22 01 0018 3848477424 olrm-h228-MITIEEE zi22818 03-02-21 23 01 0830 3841756786 olr-MIT i z 23-01-21 62 01 0028 3956978110 00 --%%-- --%%-- s --%%-- OLR-MIT Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 22-07-21 70 01 0089 3815128684 OLR-IEEE-WILEY Campusweiter Zugriff (Universität Hannover). - Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 30-11-20 370 01 4370 4011224359 olr-ebook mitieee Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. i z 01-12-21 22 01 0018 Volltextzugang Campus https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 22 01 0018 Nur für Angehörige der Universität Hamburg: Volltextzugang von außerhalb des Campus http://emedien.sub.uni-hamburg.de/han/ieee/ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 MIT Press EBook https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 62 01 0028 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 2018-01805, 2018-01806, 2018-01808 22 01 0018 olrm-h228-MITIEEE 23 01 0830 olr-MIT 62 01 0028 OLR-MIT 70 01 0089 OLR-IEEE-WILEY 70 01 0089 ACQ 370 01 4370 olr-ebook mitieee 370 01 4370 2021.12.01 |
| spelling |
9780262358934 978-0-262-35893-4 9780262358927 978-0-262-35892-7 (DE-627)1741521246 (DE-599)KXP1741521246 (OCoLC)1226614618 DE-627 ger DE-627 rda eng XD-US XA-GB Roitblat, H. L. verfasserin aut Algorithms are not enough creating general artificial intelligence Herbert L. Roitblat Cambridge, Massachusetts London The MIT Press [2020] © 2020 1 Online-Ressource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index "The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about this prospect, but others have been terrified. Both have been disappointed. In fact, despite all of the progress in solving individual tasks, this research has not been on a road that could ever lead to general intelligence. To paraphrase the Ancient Greek poet, Archilochus, we have been building hedgehogs, when what we are after is a Fox. The fox, he said, knows many things, but the hedgehog knows one big thing. Even a stack of hedgehogs, however, cannot duplicate the intelligence of a fox. This book describes a roadmap for designing a generally intelligent fox that solves the problem of general intelligence. It brings to bear wide swaths of cognitive science, including psychology, philosophy, and history to debunk the barriers to general intelligence by identifying the essential features of intelligence that would be needed to achieve general artificial intelligence. Along the way, it makes it apparent that fears of an imminent explosion of uncontrollable computational intelligence (the so-called "singularity,") are completely unfounded"-- Artificial intelligence Artificial intelligence SCIENCE / History 9780262044127 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 Verlag lizenzpflichtig https://www.gbv.de/dms/bowker/toc/9780262044127.pdf 2021-10-20 Aggregator Inhaltsverzeichnis ZDB-37-IEM GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_22_i22818 GBV_ILN_23 ISIL_DE-830 GBV_ILN_62 ISIL_DE-28 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 BO 22 01 0018 3848477424 olrm-h228-MITIEEE zi22818 03-02-21 23 01 0830 3841756786 olr-MIT i z 23-01-21 62 01 0028 3956978110 00 --%%-- --%%-- s --%%-- OLR-MIT Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 22-07-21 70 01 0089 3815128684 OLR-IEEE-WILEY Campusweiter Zugriff (Universität Hannover). - Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 30-11-20 370 01 4370 4011224359 olr-ebook mitieee Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. i z 01-12-21 22 01 0018 Volltextzugang Campus https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 22 01 0018 Nur für Angehörige der Universität Hamburg: Volltextzugang von außerhalb des Campus http://emedien.sub.uni-hamburg.de/han/ieee/ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 MIT Press EBook https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 62 01 0028 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 2018-01805, 2018-01806, 2018-01808 22 01 0018 olrm-h228-MITIEEE 23 01 0830 olr-MIT 62 01 0028 OLR-MIT 70 01 0089 OLR-IEEE-WILEY 70 01 0089 ACQ 370 01 4370 olr-ebook mitieee 370 01 4370 2021.12.01 |
| allfields_unstemmed |
9780262358934 978-0-262-35893-4 9780262358927 978-0-262-35892-7 (DE-627)1741521246 (DE-599)KXP1741521246 (OCoLC)1226614618 DE-627 ger DE-627 rda eng XD-US XA-GB Roitblat, H. L. verfasserin aut Algorithms are not enough creating general artificial intelligence Herbert L. Roitblat Cambridge, Massachusetts London The MIT Press [2020] © 2020 1 Online-Ressource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index "The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about this prospect, but others have been terrified. Both have been disappointed. In fact, despite all of the progress in solving individual tasks, this research has not been on a road that could ever lead to general intelligence. To paraphrase the Ancient Greek poet, Archilochus, we have been building hedgehogs, when what we are after is a Fox. The fox, he said, knows many things, but the hedgehog knows one big thing. Even a stack of hedgehogs, however, cannot duplicate the intelligence of a fox. This book describes a roadmap for designing a generally intelligent fox that solves the problem of general intelligence. It brings to bear wide swaths of cognitive science, including psychology, philosophy, and history to debunk the barriers to general intelligence by identifying the essential features of intelligence that would be needed to achieve general artificial intelligence. Along the way, it makes it apparent that fears of an imminent explosion of uncontrollable computational intelligence (the so-called "singularity,") are completely unfounded"-- Artificial intelligence Artificial intelligence SCIENCE / History 9780262044127 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 Verlag lizenzpflichtig https://www.gbv.de/dms/bowker/toc/9780262044127.pdf 2021-10-20 Aggregator Inhaltsverzeichnis ZDB-37-IEM GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_22_i22818 GBV_ILN_23 ISIL_DE-830 GBV_ILN_62 ISIL_DE-28 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 BO 22 01 0018 3848477424 olrm-h228-MITIEEE zi22818 03-02-21 23 01 0830 3841756786 olr-MIT i z 23-01-21 62 01 0028 3956978110 00 --%%-- --%%-- s --%%-- OLR-MIT Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 22-07-21 70 01 0089 3815128684 OLR-IEEE-WILEY Campusweiter Zugriff (Universität Hannover). - Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 30-11-20 370 01 4370 4011224359 olr-ebook mitieee Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. i z 01-12-21 22 01 0018 Volltextzugang Campus https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 22 01 0018 Nur für Angehörige der Universität Hamburg: Volltextzugang von außerhalb des Campus http://emedien.sub.uni-hamburg.de/han/ieee/ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 MIT Press EBook https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 62 01 0028 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 2018-01805, 2018-01806, 2018-01808 22 01 0018 olrm-h228-MITIEEE 23 01 0830 olr-MIT 62 01 0028 OLR-MIT 70 01 0089 OLR-IEEE-WILEY 70 01 0089 ACQ 370 01 4370 olr-ebook mitieee 370 01 4370 2021.12.01 |
| allfieldsGer |
9780262358934 978-0-262-35893-4 9780262358927 978-0-262-35892-7 (DE-627)1741521246 (DE-599)KXP1741521246 (OCoLC)1226614618 DE-627 ger DE-627 rda eng XD-US XA-GB Roitblat, H. L. verfasserin aut Algorithms are not enough creating general artificial intelligence Herbert L. Roitblat Cambridge, Massachusetts London The MIT Press [2020] © 2020 1 Online-Ressource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index "The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about this prospect, but others have been terrified. Both have been disappointed. In fact, despite all of the progress in solving individual tasks, this research has not been on a road that could ever lead to general intelligence. To paraphrase the Ancient Greek poet, Archilochus, we have been building hedgehogs, when what we are after is a Fox. The fox, he said, knows many things, but the hedgehog knows one big thing. Even a stack of hedgehogs, however, cannot duplicate the intelligence of a fox. This book describes a roadmap for designing a generally intelligent fox that solves the problem of general intelligence. It brings to bear wide swaths of cognitive science, including psychology, philosophy, and history to debunk the barriers to general intelligence by identifying the essential features of intelligence that would be needed to achieve general artificial intelligence. Along the way, it makes it apparent that fears of an imminent explosion of uncontrollable computational intelligence (the so-called "singularity,") are completely unfounded"-- Artificial intelligence Artificial intelligence SCIENCE / History 9780262044127 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 Verlag lizenzpflichtig https://www.gbv.de/dms/bowker/toc/9780262044127.pdf 2021-10-20 Aggregator Inhaltsverzeichnis ZDB-37-IEM GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_22_i22818 GBV_ILN_23 ISIL_DE-830 GBV_ILN_62 ISIL_DE-28 GBV_ILN_70 ISIL_DE-89 GBV_ILN_370 ISIL_DE-1373 BO 22 01 0018 3848477424 olrm-h228-MITIEEE zi22818 03-02-21 23 01 0830 3841756786 olr-MIT i z 23-01-21 62 01 0028 3956978110 00 --%%-- --%%-- s --%%-- OLR-MIT Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 22-07-21 70 01 0089 3815128684 OLR-IEEE-WILEY Campusweiter Zugriff (Universität Hannover). - Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. z 30-11-20 370 01 4370 4011224359 olr-ebook mitieee Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Keine Weitergabe an Dritte. Kein systematisches Downloaden durch Robots. i z 01-12-21 22 01 0018 Volltextzugang Campus https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 22 01 0018 Nur für Angehörige der Universität Hamburg: Volltextzugang von außerhalb des Campus http://emedien.sub.uni-hamburg.de/han/ieee/ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 MIT Press EBook https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 62 01 0028 https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 370 01 4370 E-Book: Zugriff im HCU-Netz. Zugriff von außerhalb nur für HCU-Angehörige möglich https://ieeexplore.ieee.org/servlet/opac?bknumber=9235187 23 01 0830 2018-01805, 2018-01806, 2018-01808 22 01 0018 olrm-h228-MITIEEE 23 01 0830 olr-MIT 62 01 0028 OLR-MIT 70 01 0089 OLR-IEEE-WILEY 70 01 0089 ACQ 370 01 4370 olr-ebook mitieee 370 01 4370 2021.12.01 |
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"The holy grail of artificial intelligence research has been the achievement of artificial general intelligence. Since the inception of artificial intelligence, machines that can perform any task that a human might have been predicted to be imminent. Some people have been enthusiastic about this prospect, but others have been terrified. Both have been disappointed. In fact, despite all of the progress in solving individual tasks, this research has not been on a road that could ever lead to general intelligence. To paraphrase the Ancient Greek poet, Archilochus, we have been building hedgehogs, when what we are after is a Fox. The fox, he said, knows many things, but the hedgehog knows one big thing. Even a stack of hedgehogs, however, cannot duplicate the intelligence of a fox. This book describes a roadmap for designing a generally intelligent fox that solves the problem of general intelligence. It brings to bear wide swaths of cognitive science, including psychology, philosophy, and history to debunk the barriers to general intelligence by identifying the essential features of intelligence that would be needed to achieve general artificial intelligence. Along the way, it makes it apparent that fears of an imminent explosion of uncontrollable computational intelligence (the so-called "singularity,") are completely unfounded"-- Includes bibliographical references and index |
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Preface p. ix Introduction: Intelligence, Artificial and Natural … The Invention of Human Intelligence … Computational Intelligence … Natural Intelligence … The General in General Intelligence … Specialized, General, and Superintelligence … Resources … Human Intelligence … Intelligence Testing … Problem Solving … Well-Formed Problems … Formal Problems … Insight Problems … Quirks of Human Intelligence … Conclusion … Resources … Physical Symbol Systems: The Symbolic Approach to Intelligence … Turing Machines and the Turing Test … The Dartmouth Summer Workshop (1956) … Representation … Definition of General Intelligence … Conclusion … Resources … Computational Intelligence and Machine Learning … Limits of Expert Systems … Probabilistic Reasoning … Machine Learning … Varieties of Machine Learning … Perceptrons and the Perceptron Learning Rule … Beginnings of Machine Learning … Reinforcement Learning … Summary: A Few Examples of Machine Learning Systems … Conclusion … Resources … Neural Network Approach to Artificial Intelligence … Neural Network Basics … Dolphin Biosonar: An Example … Whole Brain Hypothesis … Conclusion … Resources … Recent Advances in Artificial Intelligence … Watson … Siri and Her Relatives … AlphaGo … Self-Driving Cars … Poker … Conclusion … Resources … Building Blocks of Intelligence … Perception and Pattern Recognition … Gestalt Properties … Ambiguity … Intelligence and Language … Common Sense … Representing Common Sense … Resources … Expertise … Source of Expertise … IQ and Expertise … Fluid and Crystallized Intelligence … The Acquisition of Expertise … Resources … Intelligent Hacks and TRICS … Representations for General Intelligence … Conclusion … Resources … Algorithms: From People to Computers … Optimal Choices: Using Algorithms to Guide Human Behavior … Game Theory … Resources … The Coming Robopocalypse? … Superintelligence … Concerns about Superintelligence … Time to Interact with the World … Resources … General Intelligence … Defining Intelligence … Achieving General Intelligence … Beginning the Sketch of Artificial General Intelligence … More on the Stack of Hedgehogs … General Intelligence Is Not Algorithmic Optimization … Intelligence and TRICS … Transfer Learning … Intelligence Entails Risk … Creativity in General Intelligence … Growing General Intelligence … Whole Brain Emulation … Analogy … Other Limitations of the Current Paradigm … Metaleaming … Insight … A Sketch of Artificial General Intelligence … Resources … Index … |
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