Artificial Intelligence and Brain Research: Neural Networks, Deep Learning and the Future of Cognition

Krauss, Patrick

  • 出版商: Springer
  • 出版日期: 2024-07-13
  • 售價: $1,260
  • 貴賓價: 9.5$1,197
  • 語言: 英文
  • 頁數: 260
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3662689790
  • ISBN-13: 9783662689790
  • 相關分類: 人工智慧DeepLearning
  • 海外代購書籍(需單獨結帳)

商品描述

How does artificial intelligence (AI) work and are there parallels to the human brain? What do natural and artificial intelligence have in common, and what are the differences? Is the brain nothing more than a biological computer? What are neural networks and how can the term deep learning be explained simply?

Since the cognitive revolution in the middle of the last century, AI and brain research have been closely intertwined. There have been several spectacular breakthroughs in the field of AI in recent years, from alphaGo to DALL-E 2 and ChatGPT, which were completely unthinkable until recently. However, researchers are already working on the innovations of tomorrow, such as hybrid machine learning or neuro-symbolic AI. But what does this actually mean?

Based on current research findings and exciting practical examples, this non-fiction book provides an understandable introduction to the basics and challenges of these fascinating disciplines. You will learn what neuroscience and psychology know about how the brain works and how artificial intelligence works. You will also learn how AI has revolutionized our understanding of the brain and how findings from brain research are used in computer science to further develop AI algorithms. Discover the fascinating world of these two disciplines. Find out why artificial intelligence and brain research are two sides of the same coin and how they will shape our future.

商品描述(中文翻譯)

人工智慧(AI)是如何運作的?它與人類大腦之間有何相似之處?自然智慧與人工智慧有什麼共同點,又有什麼差異?大腦是否僅僅是一台生物電腦?什麼是神經網絡,深度學習這個術語又該如何簡單解釋?

自上世紀中葉的認知革命以來,人工智慧與大腦研究一直密切交織。近年來,人工智慧領域出現了幾個驚人的突破,從alphaGo到DALL-E 2和ChatGPT,這些在不久前都是完全不可想像的。然而,研究人員已經在為明天的創新而努力,例如混合機器學習或神經符號AI。但這實際上意味著什麼?

基於當前的研究成果和令人興奮的實際範例,本書提供了一個易於理解的介紹,涵蓋這些迷人學科的基本概念和挑戰。您將了解神經科學和心理學對大腦運作及人工智慧運作的認識。您還將學習人工智慧如何徹底改變我們對大腦的理解,以及大腦研究的發現如何被應用於計算機科學,以進一步發展AI算法。探索這兩個學科的迷人世界,了解為什麼人工智慧和大腦研究是同一枚硬幣的兩面,以及它們將如何塑造我們的未來。

作者簡介

Patrick Krauss studied medicine, computer science and physics. After completing his doctorate in neuroscience, he habilitated in linguistics on the subject of language processing in neural networks and the brain. He researches and teaches at the University of Erlangen-Nuremberg and the University Hospital Erlangen on topics at the interface of neuroscience, artificial intelligence and language. His scientific work includes over 80 publications.

作者簡介(中文翻譯)

Patrick Krauss 研究醫學、計算機科學和物理學。在完成神經科學博士學位後,他在語言學領域進行了資格認證,研究主題為神經網絡和大腦中的語言處理。他在埃爾朗根-紐倫堡大學和埃爾朗根大學醫院進行研究和教學,專注於神經科學、人工智慧和語言交叉領域的主題。他的科學研究包括超過80篇出版物。