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Data Science Ethics: Concepts, Techniques, and Cautionary Tales - Hardcover

 
9780192847263: Data Science Ethics: Concepts, Techniques, and Cautionary Tales
  • PublisherOxford University Press
  • Publication date2022
  • ISBN 10 0192847260
  • ISBN 13 9780192847263
  • BindingHardcover
  • LanguageEnglish
  • Number of pages272

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9780192847270: Data Science Ethics: Concepts, Techniques, and Cautionary Tales

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Hardcover. Condition: new. Hardcover. Data science ethics is all about what is right and wrong when conducting data science. Data science has so far been primarily used for positive outcomes for businesses and society. However, just as with any technology, data science has also come with some negative consequences: an increase of privacy invasion, data-driven discrimination against sensitive groups, and decision making by complex models without explanations. While data scientistsand business managers are not inherently unethical, they are not trained to weigh the ethical considerations that come from their work - Data Science Ethics addresses this increasinglysignificant gap and highlights different concepts and techniques that aid understanding, ranging from k-anonymity and differential privacy to homomorphic encryption and zero-knowledge proofs to address privacy concerns, techniques to remove discrimination against sensitive groups, and various explainable AI techniques. Real-life cautionary tales further illustrate the importance and potential impact of data science ethics, including tales of racist bots, search censoring,government backdoors, and face recognition. The book is punctuated with structured exercises that provide hypothetical scenarios and ethical dilemmas for reflection that teach readers how to balancethe ethical concerns and the utility of data. This book examines a variety of different concepts related to data science ethics and techniques that can help with, or lead to, ethical concerns, whilst featuring cautionary tales that illustrate the importance and potential impact of data science ethics. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9780192847263

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