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Doing Data Science: Straight Talk from the Frontline

Penned By Cathy O'Neil
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4.85
26,109 Global Ratings
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Doing Data Science: Straight Talk from the Frontline

Penned By Cathy O'Neil
4.85 26,109 Ratings
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Editor's Note:
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 processAlgorithmsSpam filters, Naive Bayes, and data wranglingLogistic regressionFinancial modelingRecommendation engines and causalityData visualizationSocial networks and data journalismData engineering, MapReduce, Pregel, and HadoopDoing 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.

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Length N/A Pages
Language Eng
Released January 1, 2013
Identifier (ISBN) 17346997
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Cathy O'Neil
The Mind Behind the Work
Cathy O'Neil

Cathy O'Neil is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, Cathy O'Neil enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.

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Anthony Diaz
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Lisa Harris
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Jennifer Flores
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John Cruz
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"Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars."
Edward Carter
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"A highly sophisticated read. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A very distinguished novel."
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