[download pdf] Human-Centered Data Science: An Introduction by

Human-Centered Data Science: An Introduction by

• Human-Centered Data Science: An Introduction
• Page: 200
• Format: pdf, ePub, mobi, fb2
• 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.

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Human-Centered Data Science: An Introduction by Cecilia Aragon and Shion Guha and Marina Kogan available in Trade Paperback on Powells.com, 
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Human-Centered Data Science (An Introduction) - Bulk
This book title, Human-Centered Data Science (An Introduction), ISBN: 9780262543217, by Cecilia Aragon, Shion Guha, Marina Kogan, Michael Muller, Gina Neff, Format: PaperbackDimensions: 7" x 10" x 0.49"Publisher: MIT Press (February 1, 2022)List Price: $35.00$17.50 to $35.00‎ · ‎In stock
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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Read Human-Centered Data Science: An Introduction by Aragon, Cecilia & Guha, Shion & Kogan, Marina & Muller, Michael & Neff, Gina, lexile & reading level: 
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INTRODUCTION. With the rise and frequent opacity of big data, there has been a growing need to understand who is working in data science and how 
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Human Centered Data Science: An Introduction (MIT Press, 2021). Aragon is the co-inventor (with Raimund Seidel) of a data structure, the treap, which has been 
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By the end of your first semester, you must choose at least one (1) area of concentration— Systems, Analytics, or Human-Centered Data Science — which 
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textbook "Human Centered Data Science: An Introduction" published by MIT Press launched yesterday. The book is already the #1 New Release in Data Mining on 
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Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational Type: PaperbackPublisher: MIT PressPrice: $42.00$42.00 · ‎In stock
Human-Centered Data Science eBook by Cecilia Aragon
Read "Human-Centered Data Science An Introduction" by Cecilia Aragon available from Rakuten Kobo. Best practices for addressing the bias and inequality that 

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