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Toward Human-Level Artificial Intelligence

- How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI
Af: Eitan Michael Azoff Engelsk Paperback

Toward Human-Level Artificial Intelligence

- How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI
Af: Eitan Michael Azoff Engelsk Paperback
Tjek vores konkurrenters priser

Is a computer simulation of a brain sufficient to make it intelligent? Do you need consciousness to have intelligence? Do you need to be alive to have consciousness? This book has a dual purpose. First, it provides a multi-disciplinary research survey across all branches of neuroscience and AI research that relate to this book’s mission of bringing AI research closer to building a human-level AI (HLAI) system. It provides an encapsulation of key ideas and concepts and provides in-depth surveys of neuroscience and AI research related to the book''s mission, providing all the references for the reader to delve deeper; much of the survey coverage is of recent pioneering research. Second, the final part of this book brings together key concepts from the survey and makes suggestions for building HLAI. This book provides accessible explanations of numerous key concepts from neuroscience and artificial intelligence research, including:

  • The focus on visual processing and thinking and the possible role of brain lateralization toward visual thinking and intelligence.
  • Diffuse decision making by ensembles of neurons.
  • The inside-out model to give HLAI an inner "life" and the possible role for cognitive architecture implementing the scientific method through the plan-do-check-act cycle within that model (learning to learn).
  • A neuromodulation feature such as a machine equivalent of dopamine that reinforces learning.
  • The embodied HLAI machine, a neurorobot, that interacts with the physical world as it learns.

This book concludes by explaining the hypothesis that computer simulation is sufficient to take AI research further toward HLAI and that the scientific method is our means to enable that progress. This book will be of great interest to a broad audience, particularly neuroscientists and AI researchers, investors in AI projects, and lay readers looking for an accessible introduction to the intersection of neuroscience and artificial intelligence.

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Is a computer simulation of a brain sufficient to make it intelligent? Do you need consciousness to have intelligence? Do you need to be alive to have consciousness? This book has a dual purpose. First, it provides a multi-disciplinary research survey across all branches of neuroscience and AI research that relate to this book’s mission of bringing AI research closer to building a human-level AI (HLAI) system. It provides an encapsulation of key ideas and concepts and provides in-depth surveys of neuroscience and AI research related to the book''s mission, providing all the references for the reader to delve deeper; much of the survey coverage is of recent pioneering research. Second, the final part of this book brings together key concepts from the survey and makes suggestions for building HLAI. This book provides accessible explanations of numerous key concepts from neuroscience and artificial intelligence research, including:

  • The focus on visual processing and thinking and the possible role of brain lateralization toward visual thinking and intelligence.
  • Diffuse decision making by ensembles of neurons.
  • The inside-out model to give HLAI an inner "life" and the possible role for cognitive architecture implementing the scientific method through the plan-do-check-act cycle within that model (learning to learn).
  • A neuromodulation feature such as a machine equivalent of dopamine that reinforces learning.
  • The embodied HLAI machine, a neurorobot, that interacts with the physical world as it learns.

This book concludes by explaining the hypothesis that computer simulation is sufficient to take AI research further toward HLAI and that the scientific method is our means to enable that progress. This book will be of great interest to a broad audience, particularly neuroscientists and AI researchers, investors in AI projects, and lay readers looking for an accessible introduction to the intersection of neuroscience and artificial intelligence.

Produktdetaljer
Sprog: Engelsk
Sider: 176
ISBN-13: 9781032829074
Indbinding: Paperback
Udgave:
ISBN-10: 1032829079
Kategori: Neurovidenskab
Udg. Dato: 18 sep 2024
Længde: 13mm
Bredde: 157mm
Højde: 233mm
Forlag: Taylor & Francis Ltd
Oplagsdato: 18 sep 2024
Forfatter(e): Eitan Michael Azoff
Forfatter(e) Eitan Michael Azoff


Kategori Neurovidenskab


ISBN-13 9781032829074


Sprog Engelsk


Indbinding Paperback


Sider 176


Udgave


Længde 13mm


Bredde 157mm


Højde 233mm


Udg. Dato 18 sep 2024


Oplagsdato 18 sep 2024


Forlag Taylor & Francis Ltd