Baskadia

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
  

Download eBook

Download japanese ebook Human-Centered Data Science: An Introduction 9780262543217

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 (Paperback)
Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational Publisher: The MIT PressPublication Date: March 1st, 2022
Human-Centered Data Science | The MIT Press
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets.
Data Science ARES: Cecilia Aragon - CANSSI Ontario
Senior Data Science Fellow, eScience Institute, College of Engineering, University of Her latest book, Human-Centered Data Science: An Introduction, 
Human Centered Data Science | HyperLearning AI
Why data science must be informed by user research in order to deliver A great introduction to HCD is found through studying the 
Human-Centered Study of Data Science - ACM Digital Library
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 
Human-Centered Data Science - eScience Institute
Human-Centered Data Science. Cecilia R. Aragon. Dept. of Human Centered Design & Engineering. eScience Institute. University of Washington [email protected] pages
Human-Centered Design: an Introduction | Coursera
Offered by University of California San Diego. In this course, you will learn how to design technologies that bring people joy, rather than .
Human-Centered Data Science - Penguin Random House
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 - Penguin Random House
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets.
Data Analytics and Human Centered Data - School of
Using computational methods to transform both structured and unstructured data into actionable knowledge; and to understand and enable humans to explore and 
A Human-Centered Perspective on Multimedia Data Science
General Terms. Human-Centered Computing,. Keywords. Data Science, Multimedia. 1. INTRODUCTION. In recent years, the amount of data available for analysis,.
Human-Centered Study of Data Science Work Practices
Introduction. With the rise and frequent opacity of big data, there has been a growing need to understand who is working in data science 
Human-Centered Data Science: An Introduction Kindle Edition
It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science