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Towards Human-Level Artificial Intelligence: How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI

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Towards Human-Level Artificial Intelligence: How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI Towards Human-Level Artificial Intelligence: How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI

作者:Azoff 
出版社:CRC Press
出版日期:2024-09-18
語言:英文   規格:精裝 / 138頁 / 普通級/ 初版
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圖書名稱:Towards Human-Level Artificial Intelligence: How Neuroscience Can Inform the Pursuit of Artificial General Intelligence or General AI

內容簡介

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 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.

 

作者簡介

Dr E Michael Azoff is Chief Analyst with Omdia, part of Informa Group, has since 1988 worked with neural networks in research, creating software, and authoring a book, and currently involved with AI as a high-tech industry analyst.

 

詳細資料

  • ISBN:9781032831305
  • 規格:精裝 / 138頁 / 普通級 / 初版
  • 出版地:美國
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