Resources

All resources from this course bundled on a single page.

Code Examples and Data

• All code examples for this course on GitHub

• Link to folder with data on GitHub

Exercises

Part 1: Transform and Visualize Data

• Practice Exercise: Explore Campusbier Sales Orders

• Practice Exercise: Data Transformation with Campusbier Sales Orders

• Practice Exercise: Explore and Transform REWE Products

• Practice Exercise: Data Transformation with Tweets

• Practice Exercise: Data Visualization with Tweets

• Exercise 1: Data Transformation and Visualization

Part 2: Rule-Based NLP

• Exercise 2: Search and Extract Text Data

• Exercise 3: Rule-Based Topic Classification of Newspaper Articles

Part 3: NLP with Machine Learning

• ...

Books

• Free and work-in-progress online version of "R For Data Science" by Hadley Wickham and Garret Grolemund

• Free online version of the book "Hands-On Programming with R"

• Free online version of the book "Text Mining with R" by Julia Silge and David Robinson

• Free online version of the book "Fundamentals of Data Visualization by Claus Wilke

Cheat Sheets

• Posit cheat sheets on R and Python

• My personal collection of links around R

R & Python Frameworks and Libraries

• Website of the Tidyverse

• GitHub repository of the tidytext package

• Website of the Python NLP library spaCy

Helpful Tools

• ChatGPT

• DeepL

• Stackoverflow