Cybernetical Intelligence: Engineering Cybernetics with Machine Intelligence
暫譯: 網絡智能:以機器智能工程化控制論

Wong, Kelvin K. L.

  • 出版商: Wiley
  • 出版日期: 2023-10-31
  • 售價: $4,490
  • 貴賓價: 9.5$4,266
  • 語言: 英文
  • 頁數: 432
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 139421748X
  • ISBN-13: 9781394217489
  • 相關分類: 人工智慧Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

Highly comprehensive, detailed, and up-to-date overview of artificial intelligence and cybernetics, with practical examples and supplementary learning resources

Cybernetical Intelligence: Engineering Cybernetics with Machine Intelligence is a comprehensive guide to the field of cybernetics and neural networks, as well as the mathematical foundations of these technologies. The book provides a detailed explanation of various types of neural networks, including feedforward networks, recurrent neural networks, and convolutional neural networks, and their applications to different real-world problems. This groundbreaking book presents a pioneering exploration of machine learning within the framework of cybernetics. It marks a significant milestone in the field's history, as it is the first book to describe the development of machine learning from a cybernetics perspective. The introduction of the concept of "Cybernetical Intelligence" and the generation of new terminology within this context propel new lines of thought in the historical development of artificial intelligence. With its profound implications and contributions, this book holds immense importance and is poised to become a definitive resource for scholars and researchers in this field of study.

Each chapter is specifically designed to introduce the theory with several examples. This comprehensive book includes exercise questions at the end of each chapter, providing readers with valuable opportunities to apply and strengthen their understanding of cybernetical intelligence. To further support the learning journey, solutions to these questions are readily accessible on our book's companion site. Additionally, the companion site offers programming practice exercises and assignments, enabling readers to delve deeper into the practical aspects of the subject matter.

Cybernetical Intelligence includes information on:

  • History and development of cybernetics and its influence on the development of neural networks
  • Developments and innovations in artificial intelligence and machine learning, such as deep reinforcement learning, generative adversarial networks, and transfer learning
  • Mathematical foundations of artificial intelligence and cybernetics, including linear algebra, calculus, and probability theory
  • Ethical implications of artificial intelligence and cybernetics, and responsible and transparent development and deployment of AI systems

Presenting a highly detailed and comprehensive overview of the field, with modern developments thoroughly discussed, Cybernetical Intelligence is an essential textbook resource that helps students make connections with the real-life engineering problems by providing both theory and practice, along with a myriad of helpful learning aids.

商品描述(中文翻譯)

全面、詳細且最新的人工智慧與控制論概述,包含實用範例和補充學習資源

控制智慧:以機器智慧工程控制論 是一本全面介紹控制論和神經網絡領域的指南,並探討這些技術的數學基礎。本書詳細解釋了各種類型的神經網絡,包括前饋網絡、遞迴神經網絡和卷積神經網絡,以及它們在不同現實問題中的應用。這本開創性的書籍在控制論框架內對機器學習進行了先驅性的探索。它在該領域的歷史上標誌著一個重要的里程碑,因為它是第一本從控制論的角度描述機器學習發展的書籍。“控制智慧”概念的引入以及在此背景下新術語的產生,推動了人工智慧歷史發展中的新思路。這本書具有深遠的意義和貢獻,對於該研究領域的學者和研究人員來說,將成為一個重要的資源。

每一章節都專門設計來介紹理論並提供多個範例。這本全面的書籍在每章結尾包含練習題,為讀者提供了寶貴的機會來應用和加強對控制智慧的理解。為了進一步支持學習過程,這些問題的解答可以在我們書籍的伴隨網站上輕鬆獲得。此外,伴隨網站還提供程式設計練習和作業,讓讀者能更深入地探討主題的實務面。

控制智慧 包含以下資訊:


  • 控制論的歷史與發展及其對神經網絡發展的影響

  • 人工智慧和機器學習的發展與創新,如深度強化學習、生成對抗網絡和遷移學習

  • 人工智慧和控制論的數學基礎,包括線性代數、微積分和概率論

  • 人工智慧和控制論的倫理影響,以及負責任和透明的AI系統開發與部署

控制智慧 提供了該領域的詳細和全面概述,並深入討論現代發展,是一本必備的教科書資源,幫助學生將理論與現實工程問題聯繫起來,提供理論與實踐,並附有眾多有用的學習輔助工具。

作者簡介

Prof. Dr. Kelvin KL Wong, of The University of Western Australia, is a distinguished expert in medical image processing and computational science, earning his Ph.D. from The University of Adelaide. With a strong academic background from Nanyang Technological University and The University of Sydney, he has been at the forefront of merging the fields of cybernetics and artificial intelligence (AI). He is renowned for coining the term "Cybernetical Intelligence" and is the inventor and founder of Deep Red AI.

作者簡介(中文翻譯)

教授兼博士 Kelvin KL Wong 來自西澳大利亞大學,是醫學影像處理和計算科學的傑出專家,並在阿德萊德大學獲得博士學位。他擁有南洋理工大學和悉尼大學的堅實學術背景,一直處於控制論和人工智慧(AI)領域的前沿。他以創造「控制智慧」(Cybernetical Intelligence)這一術語而聞名,並且是 Deep Red AI 的發明者和創始人。

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