Awkward Intelligence: Where AI Goes Wrong, Why It Matters, and What We Can Do about It
暫譯: 尷尬的智慧:人工智慧的錯誤、其重要性及我們能做的事
Zweig, Katharina A., Harley, Noah
- 出版商: Summit Valley Press
- 出版日期: 2022-10-25
- 售價: $1,410
- 貴賓價: 9.5 折 $1,340
- 語言: 英文
- 頁數: 288
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0262047462
- ISBN-13: 9780262047463
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相關分類:
人工智慧
海外代購書籍(需單獨結帳)
商品描述
An expert offers a guide to where we should use artificial intelligence--and where we should not. Before we know it, artificial intelligence (AI) will work its way into every corner of our lives, making decisions about, with, and for us. Is this a good thing? There's a tendency to think that machines can be more "objective" than humans--can make better decisions about job applicants, for example, or risk assessments. In Awkward Intelligence, AI expert Katharina Zweig offers readers the inside story, explaining how many levers computer and data scientists must pull for AI's supposedly objective decision making. She presents the good and the bad: AI is good at processing vast quantities of data that humans cannot--but it's bad at making judgments about people.
AI is accurate at sifting through billions of websites to offer up the best results for our search queries and it has beaten reigning champions in games of chess and Go. But, drawing on her own research, Zweig shows how inaccurate AI is, for example, at predicting whether someone with a previous conviction will become a repeat offender. It's no better than simple guesswork, and yet it's used to determine people's futures.
Zweig introduces readers to the basics of AI and presents a toolkit for designing AI systems. She explains algorithms, big data, and computer intelligence, and how they relate to one another. Finally, she explores the ethics of AI and how we can shape the process. With Awkward Intelligence. Zweig equips us to confront the biggest question concerning AI: where we should use it--and where we should not.
AI is accurate at sifting through billions of websites to offer up the best results for our search queries and it has beaten reigning champions in games of chess and Go. But, drawing on her own research, Zweig shows how inaccurate AI is, for example, at predicting whether someone with a previous conviction will become a repeat offender. It's no better than simple guesswork, and yet it's used to determine people's futures.
Zweig introduces readers to the basics of AI and presents a toolkit for designing AI systems. She explains algorithms, big data, and computer intelligence, and how they relate to one another. Finally, she explores the ethics of AI and how we can shape the process. With Awkward Intelligence. Zweig equips us to confront the biggest question concerning AI: where we should use it--and where we should not.
商品描述(中文翻譯)
專家提供了一個關於我們應該在哪裡使用人工智慧,以及不應該在哪裡使用的指南。
在我們意識到之前,人工智慧(AI)將滲透到我們生活的每個角落,為我們做出決策、與我們互動,甚至替我們做決定。這是一件好事嗎?人們往往認為機器比人類更「客觀」——例如,能夠對求職者或風險評估做出更好的決策。在Awkward Intelligence中,AI專家Katharina Zweig向讀者揭示了內幕,解釋了計算機和數據科學家必須操作的許多杠桿,以實現AI所謂的客觀決策。她呈現了好與壞:AI擅長處理人類無法處理的大量數據——但在對人進行判斷方面卻表現不佳。AI在篩選數十億個網站以提供最佳搜索結果方面非常準確,並且在國際象棋和圍棋的比賽中擊敗了現任冠軍。然而,根據她自己的研究,Zweig展示了AI在預測某個有前科的人是否會重犯方面的不準確性。這與簡單的猜測沒有區別,然而卻被用來決定人們的未來。
Zweig向讀者介紹了AI的基本概念,並提供了一個設計AI系統的工具包。她解釋了算法、大數據和計算機智能,以及它們之間的關係。最後,她探討了AI的倫理問題以及我們如何塑造這一過程。在Awkward Intelligence中,Zweig使我們能夠面對有關AI的最大問題:我們應該在哪裡使用它——以及不應該在哪裡使用它。
作者簡介
Katharina A. Zweig is Professor of Computer Science at the TU Kaiserslautern in Kaiserslautern, Germany.
作者簡介(中文翻譯)
Katharina A. Zweig 是德國凱瑟斯勞滕工業大學 (TU Kaiserslautern) 的計算機科學教授。