R Programming for Data Science

Start date: 26/10/2021

Location: Virtual delivery

Cost: 370E

Programme overview

This course aims to provide attendees with a working knowledge of the R programming language, giving them the necessary skills to import data sets, clean and transform their data, carry out data exploration and visualise their data in a variety of ways.

Who is the course for?

This course is for people who work with data, are new to R, and would like to use R to analyse and visualise data sets.

Day 1 Content

LESSON 1: INTRODUCTION TO R

Using R, RStudio, and Installing Useful Packages
Variable Types and Data Structures
Basic Flow Control
Data Import and Export
Getting Help with R

LESSON 2: DATA VISUALIZATION AND GRAPHICS
Creating Base Plots
ggplot2
Interactive Plots

LESSON 3: DATA MANAGEMENT
Factor Variables
Summarizing data
Splitting, Combining, Merging, and Joining Datasets

Day 2 Content

Lesson 4: Programming with R
Functions
Vectors
Iterations

Lesson 5: The Tidyverse Packages
Importing Data with Readr
Cleaning data with Tidyr
Manipulating Data with Deplyr

Lesson 6: Model Building
Statistical analysis
Training models
Regression
Bayes
Cluster Analysis
Rule Building

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