The Statistics and Machine Learning with R Workshop

Table of Contents

Preface

Part 1: Statistics Essentials

1

Getting Started with R

Technical requirements

Introducing R

Covering the R and RStudio basics

Common data types in R

Common data structures in R

Vector

Matrix

Data frame

List

Control logic in R

Relational operators

Logical operators

Conditional statements

Loops

Exploring functions in R

Summary

2

Data Processing with dplyr

Technical requirements

Introducing tidyverse and dplyr

Data transformation with dplyr

Slicing the dataset using the filter() function

Sorting the dataset using the arrange() function

Adding or changing a column using the mutate() function

Selecting columns using the select() function

Selecting the top rows using the top_n() function

Combining the five verbs

Introducing ...