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The 9 Pitfalls of Data Science

Gary Smith & Jay Cordes

The 9 Pitfalls of Data Science
The 9 Pitfalls of Data Science

The 9 Pitfalls of Data Science

Gary Smith & Jay Cordes

Hardback / gebonden | Engels
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Omschrijving

The 9 Pitfalls of Data Science is loaded with entertaining tales of both successful and misguided approaches to interpreting data, both grand successes and epic failures.

Gary Smith and Jay Cordes have a most captivating way and special talent to describe how easy it is to be fooled by the promises of spurious data and by the hype of data science.

Using fascinating personal anecdotes and eye-opening historical accounts, Smith and Cordes guide us through interesting accounts of the prairie dog holes of data analysis where the unexperienced often break their ankles. I read it in two sittings.

Smith and Cordes have produced a remarkably lucid, example-driven text that anybody working near data would do well to read. Though the book is presented as fables and pitfalls, a cogent, scientific approach reveals itself. Managers of data science teams stand to learn a great deal; seasoned data scientists will nod their heads knowingly.

Whether you manage a data science team or rely on data science to make critical decisions, this book illustrates how easy it is to draw wrong conclusions that appear to be supported by data. Gary Smith and Jay Cordes have written this must-read book for anyone who wants to avoid falling victim to the pitfalls, and make data-driven decisions with confidence.

The current AI hype can be disorienting, but this refreshing book informs to realign expectations, and provides entertaining and relevant narrative examples that illustrate what can go wrong when you ignore the pitfalls of data science. Responsible data scientists should take heed of Smith and Cordes' guidance, especially when considering usingAI in healthcare where transparency about safety, efficacy, and equity is life-saving.

In this era of big data, it's good to have a book that collects ways that big data can lie and mislead. This book provides practical advice for users of big data in a way that's easy to digest and appreciate, and will help guide them so that they can avoid its pitfalls.

Increasingly, the world is immersed in data! Gary Smith and Jay Cordes offer up a veritable firehose of fabulous examples of the uses/misuses of all that "big data" in real life. You will be a more informed citizen and better-armed consumer by reading their book... and, it couldn't come at a better time!

An excellent guide to what might go wrong as more and more businesses embrace data-driven decision-making.

The 9 Pitfalls of Data Science is the modern version of the classic book, How to Lie with Statistics. The authors write with authority, experience, and humor and makes for a very enjoyable and informative reading experience.

Gary Smith is the Fletcher Jones Professor of Economics at Pomona College. He received his Ph.D. in Economics from Yale University and was an Assistant Professor there for seven years. He has won two teaching awards and written (or co-authored) more than 80 academic papers and twelve books including Standard Deviations: Flawed Assumptions, Tortured Data, and Other Ways to Lie With Statistics, What the Luck? The Surprising Role of Chance in Our Everyday Lives, and Money Machine: The Surprisingly Simple Power of Value Investing. His research has been featured by Bloomberg Radio Network, CNBC, The Brian Lehrer Show, Forbes, The New York Times, Wall Street Journal, Motley Fool, Newsweek, and BusinessWeek. Jay Cordes is a data scientist who enjoys tackling challenging problems, including how to guide future data scientists away from the common pitfalls he saw in the corporate world. He's a recent graduate from UC Berkeley's Master of Information and Data Science (MIDS) program and graduated from Pomona College with a mathematics major. He has worked as a software developer and a data analyst and was also a strategic advisor and sparring partner for the winning pokerbot in the 2007 AAAI Computer Poker Competition world championship.

Specificaties

  • Uitgever
    Oxford University Press
  • Verschenen
    jul. 2019
  • Bladzijden
    272
  • Genre
    Populairwetenschappelijke wetenschap
  • Afmetingen
    204 x 138 x 19 mm
  • Gewicht
    418 gram
  • EAN
    9780198844396
  • Hardback / gebonden
    Hardback / gebonden
  • Taal
    Engels

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