Artificial Intelligence: Humans at the Heart of Algorithms
暫譯: 人工智慧:以人類為核心的演算法

Dix, Alan

  • 出版商: CRC
  • 出版日期: 2025-06-16
  • 售價: $2,340
  • 貴賓價: 9.5$2,223
  • 語言: 英文
  • 頁數: 404
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367515989
  • ISBN-13: 9780367515980
  • 相關分類: 人工智慧Algorithms-data-structures
  • 尚未上市,無法訂購

相關主題

商品描述

An authoritative and accessible one-stop resource, the first edition of An Introduction to Artificial Intelligence presented one of the first comprehensive examinations of AI. Designed to provide an understanding of the foundations of artificial intelligence, it examined the central computational techniques employed by AI, including knowledge representation, search, reasoning and learning, as well as the principal application domains of expert systems, natural language, vision, robotics, software agents and cognitive modelling. Many of the major philosophical and ethical issues of AI were also introduced. This new edition expands and revises the book throughout, with new material to augment existing chapters, including short case studies, as well as adding new chapters on explainable AI, big data and deep learning, temporal and web-scale data, statistical methods and data wrangling. It expands the book's focus on human-centred AI, covering gender, ethnic and social bias, the need for transparency, intelligent user interfaces, and designing interactions to aid machine learning. With detailed, well-illustrated examples and exercises throughout, this book provides a substantial and robust introduction to artificial intelligence in a clear and concise coursebook form. It stands as a core text for all students and computer scientists approaching AI.

You can also visit the author website for further resources: https: //alandix.com/aibook/.

商品描述(中文翻譯)

一本權威且易於接觸的一站式資源,《人工智慧導論》的第一版提供了對人工智慧(AI)最全面的檢視之一。該書旨在幫助讀者理解人工智慧的基礎,探討了AI所使用的核心計算技術,包括知識表示、搜尋、推理和學習,以及專家系統、自然語言、視覺、機器人、軟體代理和認知建模等主要應用領域。書中還介紹了許多AI的主要哲學和倫理問題。這一新版對全書進行了擴充和修訂,新增了補充現有章節的新材料,包括短案例研究,並新增了關於可解釋AI、大數據和深度學習、時間序列和網路規模數據、統計方法和數據處理的新章節。它擴展了書籍對以人為中心的AI的關注,涵蓋性別、族裔和社會偏見、透明度的需求、智能用戶介面,以及設計互動以協助機器學習。全書提供了詳細且插圖豐富的範例和練習,為讀者提供了一個清晰且簡明的人工智慧入門教材。它是所有接觸AI的學生和計算機科學家的核心文本。

您也可以訪問作者網站以獲取更多資源:https://alandix.com/aibook/。

作者簡介

Alan Dix is Director of the Computational Foundry at Swansea University, a 30 million pound initiative to boost computational research in Wales with a strong focus on creating social and economic benefit. Previously Alan has worked in a mix of academic, commercial and government roles. Alan is principally known for his work in human-computer interaction, and is the author of one of the major international textbooks on HCI as well as of over 450 research publications from formal methods to intelligent interfaces and design creativity. Technically, he works equally happily with AI and machine learning alongside traditional mathematical and statistical techniques. He has a broad understanding of mathematical, computational and human issues, and he authored some of the earliest papers on gender and ethnic bias in black box-algorithms.

作者簡介(中文翻譯)

艾倫·迪克斯(Alan Dix)是斯旺西大學計算工廠(Computational Foundry)的主任,該計畫是一項價值三千萬英鎊的倡議,旨在促進威爾士的計算研究,並強調創造社會和經濟效益。艾倫曾在學術界、商業界和政府部門擔任多種角色。他主要以在人機互動(HCI)領域的工作而聞名,並且是一本主要國際教科書的作者,此外還發表了超過450篇研究論文,涵蓋從形式方法到智能介面和設計創意等主題。在技術上,他同樣擅長於人工智慧(AI)和機器學習,並與傳統的數學和統計技術並駕齊驅。他對數學、計算和人類問題有著廣泛的理解,並且是一些關於黑箱演算法中性別和種族偏見的早期論文的作者。