R Projects For Dummies, 1 by Schmuller, Joseph -- Read -- Imperial Library of Trantor

Index

Cover Title Page Table of Contents Introduction

About This Book What You Can Safely Skip Foolish Assumptions Icons Used in This Book Beyond the Book Where to Go from Here

Part 1: The Tools of the Trade

Chapter 1: R: What It Does and How It Does It

Getting R Getting RStudio A Session with R R Functions User-Defined Functions Comments R Structures Of for Loops and if Statements

Chapter 2: Working with Packages

Installing Packages Examining Data R Formulas More Packages Exploring the tidyverse

Chapter 3: Getting Graphic

Touching Base Graduating to ggplot2

Part 2: Interacting with a User

Chapter 4: Working with a Browser

Getting Your Shine On Creating Your First shiny Project Working with ggplot Another shiny Project Suggested Project

Chapter 5: Dashboards — How Dashing!

The shinydashboard Package Exploring Dashboard Layouts Working with the Sidebar Interacting with Graphics

Part 3: Machine Learning

Chapter 6: Tools and Data for Machine Learning Projects

The UCI (University of California-Irvine) ML Repository Introducing the Rattle package Using Rattle with iris

Chapter 7: Decisions, Decisions, Decisions

Decision Tree Components Decision Trees in R Decision Trees in Rattle Project: A More Complex Decision Tree Suggested Project: Titanic

Chapter 8: Into the Forest, Randomly

Growing a Random Forest Random Forests in R Project: Identifying Glass Suggested Project: Identifying Mushrooms

Chapter 9: Support Your Local Vector

Some Data to Work With Separability: It's Usually Nonlinear Support Vector Machines in R Project: House Parties Suggested Project: Titanic Again

Chapter 10: K-Means Clustering

How It Works K-Means Clustering in R Project: Glass Clusters Suggested Project: A Few Quick Ones

Chapter 11: Neural Networks

Networks in the Nervous System Artificial Neural Networks Neural Networks in R Project: Banknotes Suggested Projects: Rattling Around

Part 4: Large(ish) Data Sets

Chapter 12: Exploring Marketing

Project: Analyzing Retail Data Enter Machine Learning Suggested Project: Another Data Set

Chapter 13: From the City That Never Sleeps

Examining the Data Set Warming Up Project: Departure Delays Suggested Project: Delay and Weather

Part 5: Maps and Images

Chapter 14: All Over the Map

Project: The Airports of Wisconsin Suggested Project 1: Map Your State Suggested Project 2: Map the Country

Chapter 15: Fun with Pictures

Polishing a Picture: It's magick! Project: Two Legends in Search of a Legend Suggested Project: Combine an Animation with a Plot

Part 6: The Part of Tens

Chapter 16: More Than Ten Packages for Your R Projects

Machine Learning Databases Maps Image Processing Text Analysis

Chapter 17: More than Ten Useful Resources

Interacting with Users Machine Learning Databases Maps and Images

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