MDS
Data Analysis with R
Lectures
Programming in R
1-Introduction to data science and R
2-Basics in R
3-Data structures and basic calculations
4-Operators
5-Data wrangling - 1.Import
6-Data wrangling - 2.Tidy Data
Data exploration & visualization
7-Data wrangling - 3.Transformation
8-Intro2Visualization - Part 1
9-Intro2Visualization - Part 2(Adjusting plots)
10-Handling and visualization of categorical data
11-R Markdown for communication
Statistical Modelling
12-Intro2Statistical Modelling - Part 1
13-Intro2Statistical Modelling - Part 2
14-Model building and selection
15-Modelling demonstration
Programming in R
16-String manipulation and regular expressions
17-Functions and Iteration 1 (Loops)
18-Iteration 2 (purrr and the map family)
slides, keyboard shortcuts:
o: outline
w: widescreen on/off
f: fullscreen on/off
ctrl +/ ctrl -: zoom in/out
p: presenter mode with additional info (NOT in Safari)
Exercises
Practicals
Resources
Quizzes with swirl
Case studies
Case study 1
Case study 2
Case study 1 - solution
Case study 2 - solution
Demo Code
Lecture 8 - Geom functions
Lecture 8 - Code for ggplots in lecture
Lecture 14 - Find the model
Lecture 15 - Model building demo
Misc
Videos
About
Contact
Lecture videos