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Human-Centered Data Science: An Introduction.
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ISBN: 9780262543217 | 200 pages | 5 Mb
- Human-Centered Data Science: An Introduction
- Page: 200
- Format: pdf, ePub, fb2, mobi
- ISBN: 9780262543217
- Publisher: MIT Press
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Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.
Human-Centered Data Science: An Introduction - Amazon.com
It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science
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Using computational methods to transform both structured and unstructured data into actionable knowledge; and to understand and enable humans to explore and
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Human-Centered Data Science: An Introduction will be published by MIT Press in March 2022. SRI: What does it mean for data science to be “human
Human-Centered Data Science: An Introduction (Paperback)
Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational
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Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational
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Introducing our new book. Human-Centered Data Science An Introduction. by Cecilia Aragon, shion guha, marina kogan, michael muller,
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My co-authors on the book [Human-Centered Data Science: An Introduction, MIT Press March 2022] and I are some of the first people to have
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