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

Doing Data Science: Straight Talk from the Front Line<br>by Rachel Schutt, Cathy O'Neil
Item# 1449358659
List price: $39.99
Softpro Price: $31.99

Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know.

In many of these chapter-long lectures, data scientists from companies such as Google, Microsoft, and eBay share new algorithms, methods, and models by presenting case studies and the code they use. If you’re familiar with linear algebra, probability, and statistics, and have programming experience, this book is an ideal introduction to data science.

Topics include:

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

Doing Data Science is collaboration between course instructor Rachel Schutt, Senior VP of Data Science at News Corp, and data science consultant Cathy O’Neil, a senior data scientist at Johnson Research Labs, who attended and blogged about the course.




Unless otherwise noted above, most orders ship within 1 to 2 days. We will promptly notify you if there is a stock problem with any items on your order and provide you with an estimated delivery date. If you have a firm need by date, please provide such information in the comment section at checkout.

Publisher: O'Reilly Media
Page Count (est.): 375
ISBN10: 1449358659
ISBN13: 9781449358655
Cover: Paperback
Pub Date: 11/9/2013