Lecture for cognitive science students
Wersja polska/Polish version
Installation:
R: https://cran.r-project.org/bin/windows/base/
RStudio: https://rstudio.com/products/rstudio/download/#download
Creating a notebook in RStudio for the first time (including the installation of necessary packages)
Schedule:
- The basics
- Videos (English subtitles)
- Pliki
- Multidimensional data types
- Videos (English subtitles)
- Pliki
- Further readings
- Essential functions for statistics in R
Disclaimer: I assume students are familiar with the basics of statistics and its concepts.
The videos below do not explain it but only show how to calculate the basic statistical
parameters using R and its packages.
- Videos (English subtitles)
- Files
- Further readings
- Packages
- Videos (English subtitles)
- Files
- Further readings
- Machine learning
- Videos (English subtitles)
- Files
- Creating and publishing packages to CRAN
- Exercises
- Exercises on real data
- SUS questionnaire
- A set of exercises using data from the anxiety survey during the first wave of the COVID-19 epidemic (prepared by Wojciech Sobczuk)
YouTube playlist
This class is supported by DataCamp
Personal homepage
Grupa (6 miesięcy)
Online materials:
- Oscar Baruffa Big Book of R
- Benjamin S. Baumer, Daniel T. Kaplan, and Nicholas J. Horton Modern Data Science with R (2nd edition)
- Brian S. Everitt, Torsten Hothorn A handbook of statistical analyses using R, z-lib.org (e-book)
Books:
- Marek Gągolewski Programowanie w języku R. Analiza danych, obliczenia, symulacje, PWN 2016
- Jared P. Lander R dla każdego. Zaawansowane analizy i grafika statystyczna, PWN 2018
- Hadley Wickham, Garrett Grolemund Język R. Kompletny zestaw narzędzi dla analityków danych, Helion 2017
- Andy Field Discovering Statistics Using R, Sage Publications Ltd 2012