Responsible AI: Implementing Ethical and Unbiased Algorithms
暫譯: 負責任的人工智慧:實施倫理與無偏見的演算法

Agarwal, Sray, Mishra, Shashin

  • 出版商: Springer
  • 出版日期: 2021-09-14
  • 售價: $4,130
  • 貴賓價: 9.5$3,924
  • 語言: 英文
  • 頁數: 179
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030769771
  • ISBN-13: 9783030769772
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book is written for software product teams that use AI to add intelligent models to their products or are planning to use it. As AI adoption grows, it is becoming important that all AI driven products can demonstrate they are not introducing any bias to the AI-based decisions they are making, as well as reducing any pre-existing bias or discrimination.

The responsibility to ensure that the AI models are ethical and make responsible decisions does not lie with the data scientists alone. The product owners and the business analysts are as important in ensuring bias-free AI as the data scientists on the team. This book addresses the part that these roles play in building a fair, explainable and accountable model, along with ensuring model and data privacy. Each chapter covers the fundamentals for the topic and then goes deep into the subject matter - providing the details that enable the business analysts and the data scientists to implement these fundamentals.

AI research is one of the most active and growing areas of computer science and statistics. This book includes an overview of the many techniques that draw from the research or are created by combining different research outputs. Some of the techniques from relevant and popular libraries are covered, but deliberately not drawn very heavily from as they are already well documented, and new research is likely to replace some of it.


商品描述(中文翻譯)

這本書是為使用人工智慧(AI)來為其產品添加智能模型的軟體產品團隊所撰寫,或是計劃使用人工智慧的團隊。隨著人工智慧的採用不斷增長,所有基於人工智慧的產品都必須能夠證明它們在做出決策時不會引入任何偏見,並且能夠減少任何先前存在的偏見或歧視,這變得越來越重要。

確保人工智慧模型是道德的並做出負責任決策的責任不僅僅在於數據科學家。產品負責人和業務分析師在確保無偏見的人工智慧方面與團隊中的數據科學家同樣重要。本書探討了這些角色在建立公平、可解釋和負責任的模型中所扮演的角色,以及確保模型和數據隱私的責任。每一章都涵蓋了該主題的基本原則,然後深入探討該主題,提供使業務分析師和數據科學家能夠實施這些基本原則的詳細資訊。

人工智慧研究是計算機科學和統計學中最活躍和增長最快的領域之一。本書包括了許多技術的概述,這些技術源自研究或是通過結合不同的研究成果而創建的。書中涵蓋了一些來自相關和流行庫的技術,但故意不過度引用,因為這些技術已經有良好的文檔記錄,且新的研究可能會取代其中的一些內容。

作者簡介

Sray Agarwal: Sray Agarwal has applied AI and analytics from Financial Services to Hospitality and has led the development of Responsible AI framework for one of the largest banks in the UK. A well-known industry expert with expertise in Predictive Modelling, Forecasting and advanced Machine Learning with profound knowledge of algorithms and advanced statistic, Sray is an Associate Director of Data Science and Analytics at Publicis Sapient, the digital business transformation company. He is an active blogger and has given his talks on Ethical AI at major AI conferences across the globe. His contribution to the development of the technology was recognised by Microsoft when he won the Most Valued Professional in AI award in 2020.
Shashin Mishra: A senior technology leader, Shashin Mishra has built transformational AI products across industry verticals. In his current role, he is a Director of Data Science and Analytics at Publicis Sapient, the digital business transformation company. Prior to Publicis Sapient, Shashin co-founded an IOT start up to perform real time power distribution grid monitoring and was recognised as the Most Promising Entrepreneur of India in 2009. His current areas of interest are building Responsible Algorithms and the role of Regulators in the future of AI. Shashin lives with his wife and their two children in London, UK.

作者簡介(中文翻譯)

Sray Agarwal:Sray Agarwal 將人工智慧 (AI) 和分析技術從金融服務應用於酒店業,並主導了英國最大銀行之一的負責任 AI 框架的開發。他是一位知名的行業專家,擁有預測建模、預測和高級機器學習的專業知識,對算法和高級統計有深厚的了解。Sray 是 Publicis Sapient 數據科學與分析的副總監,該公司專注於數位商業轉型。他是一位活躍的部落客,並在全球主要的 AI 會議上發表過有關倫理 AI 的演講。他對技術發展的貢獻在 2020 年獲得微軟的認可,並獲得了 AI 領域最具價值專業人士獎。

Shashin Mishra:作為一位資深技術領導者,Shashin Mishra 在各行業垂直領域建立了變革性的 AI 產品。在他目前的職位上,他是 Publicis Sapient 數據科學與分析的總監,該公司專注於數位商業轉型。在加入 Publicis Sapient 之前,Shashin 共同創立了一家物聯網 (IoT) 初創公司,進行實時電力分配網格監控,並於 2009 年被評選為印度最具潛力的企業家。他目前的興趣領域包括建立負責任的算法以及監管機構在 AI 未來中的角色。Shashin 與妻子及兩個孩子居住在英國倫敦。

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