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Practical Data Science with R

Amazon.com Price: $33.58 (as of 22/04/2019 21:29 PST- Details)

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Description

Summary

Practical Data Science with R lives up to its name. It explains basic principles without the theoretical mumbo-jumbo and jumps right to the real use cases You can face as you collect, curate, and analyze the data the most important to the success of your business. You can apply the R programming language and statistical analysis techniques to carefully explained examples based in marketing, business intelligence, and decision strengthen.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the Book

Business analysts and developers are an increasing number of collecting, curating, analyzing, and reporting on the most important business data. The R language and its associated tools provide a straightforward way to tackle day by day data science tasks without numerous academic theory or advanced mathematics.

Practical Data Science with R shows you how to apply the R programming language and useful statistical techniques to on a regular basis business situations. The use of examples from marketing, business intelligence, and decision strengthen, it shows you how to design experiments (such as A/B tests), build predictive models, and present results to audiences of all levels.

This book is accessible to readers without a background in data science. Some familiarity with basic statistics, R, or every other scripting language is assumed.

What’s Inside

Data science for the business professional
Statistical analysis The use of the R language
Project lifecycle, from planning to delivery
Numerous in an instant familiar use cases
Keys to effective data presentations

About the Authors

Nina Zumel and John Mount are cofounders of a San Francisco-based data science consulting firm. Both hold PhDs from Carnegie Mellon and blog on statistics, probability, and computer science at win-vector.com.

Table of Contents

PART 1 INTRODUCTION TO DATA SCIENCE

The data science process
Loading data into R
Exploring data
Managing data

PART 2 MODELING METHODS

Choosing and evaluating models
Memorization methods
Linear and logistic regression
Unsupervised methods
Exploring advanced methods

PART 3 DELIVERING RESULTS

Documentation and deployment
Producing effective presentations

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Practical Data Science with R

Description

PART 1 INTRODUCTION TO DATA SCIENCE

PART 2 MODELING METHODS

PART 3 DELIVERING RESULTS

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