Download PDF by Cathy O'Neil,Rachel Schutt: Doing Data Science: Straight Talk from the Frontline

By Cathy O'Neil,Rachel Schutt

ISBN-10: 1449358659

ISBN-13: 9781449358655

Now that folks are acutely aware that information could make the adaptation in an election or a company version, info technology as an profession is gaining flooring. yet how are you going to start operating in a wide-ranging, interdisciplinary box that’s so clouded in hype? This insightful publication, according to Columbia University’s creation to facts technological know-how classification, tells you what you want to know.

In lots of those chapter-long lectures, information scientists from businesses resembling Google, Microsoft, and eBay proportion new algorithms, equipment, and types by way of proposing case experiences and the code they use. If you’re acquainted with linear algebra, likelihood, and data, and feature programming adventure, this publication is a perfect advent to information science.

Topics include:

  • Statistical inference, exploratory information research, and the knowledge technology process
  • Algorithms
  • Spam filters, Naive Bayes, and knowledge wrangling
  • Logistic regression
  • Financial modeling
  • Recommendation engines and causality
  • Data visualization
  • Social networks and knowledge journalism
  • Data engineering, MapReduce, Pregel, and Hadoop

Doing information Science is collaboration among direction teacher Rachel Schutt, Senior vice president of knowledge technology at information Corp, and knowledge technological know-how advisor Cathy O’Neil, a senior information scientist at Johnson learn Labs, who attended and blogged in regards to the course.

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Doing Data Science: Straight Talk from the Frontline by Cathy O'Neil,Rachel Schutt

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