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Mastering Machine Learning with R

You're reading from Mastering Machine Learning with R Master machine learning techniques with R to deliver insights for complex projects

Product type Paperback

Published in Oct 2015

Publisher

ISBN-13 9781783984527

Length 400 pages

Edition 1st Edition

Languages

R

Tools

RStudio

Concepts

Machine Learning

Author (1):

Cory Lesmeister

View More author details

Table of Contents (15) Chapters

Preface

1. A Process for Success

2. Linear Regression – The Blocking and Tackling of Machine Learning FREE CHAPTER

3. Logistic Regression and Discriminant Analysis

4. Advanced Feature Selection in Linear Models

5. More Classification Techniques – K-Nearest Neighbors and Support Vector Machines

6. Classification and Regression Trees

7. Neural Networks

8. Cluster Analysis

9. Principal Components Analysis

10. Market Basket Analysis and Recommendation Engines

11. Time Series and Causality

12. Text Mining

A. R Fundamentals

Index

Introduction

This chapter covers the basic programming syntax functions and capabilities of R. It has been put forward to introduce you to R and accelerate your learning. The objectives are as follows:

Install R and RStudio
Create and explore vectors
Create data frames and matrices
Explore mathematical and statistical functions
Build simple plots
Install and load packages

All of the examples in this appendix are covered in one way or another in the preceding chapters. However, if you are completely new to R, this is a great starting point. It may accelerate your understanding of the content in the chapters.

The rest of the chapter is locked

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Authors (1)

Lesmeister

Lesmeister

Cory Lesmeister has over fourteen years of quantitative experience and is currently a senior data scientist for the advanced analytics team at Cummins, Inc. in Columbus, Indiana. He has spent 16 years at Eli Lilly and Company in sales, market research, Lean Six Sigma, marketing analytics, and new product forecasting. He also has several years of experience in the insurance and banking industries, both as a consultant and as a manager of marketing analytics. A former US Army active duty and reserve officer, Cory was stationed in Baghdad, Iraq, in 2009. Here, he served as the strategic advisor to the 29,000-person Iraqi Oil Police, succeeding where others failed by acquiring and delivering promised equipment to help the country secure and protect its oil infrastructure. He has a BBA in aviation administration from the University of North Dakota and a commercial helicopter license.

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