Skip to content

tylersimko/intro-data-science

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

24 Commits
 
 
 
 
 
 
 
 

Repository files navigation

Fundamentals of Data Science Using R

Contains all of the materials for my Summer 2021 course: Fundamentals of Data Science for South Amboy High School.

This course uses R and covers an introduction to data analysis and data visualization.

Lessons:

  1. The Tools of Data Science: Installing R, RStudio, and R packages (RPubs).
  2. First Steps: Objects, classes, and functions (RPubs).
  3. Working with Data: Introduction to data manipulation with tidyverse (RPubs).
  4. Data Visualization: Basics of data visualization with ggplot2 (RPubs).
  5. Summarizing Data: Calculating statistics, visualizing distributions, etc. (RPubs).
  6. Mapping and Merging Data: Maps with sf, merging data. (RPubs).
  7. Review and Advanced Plotting: Scales, reorder, combining plots, plotting multiple datasets, etc. (RPubs)
  8. Text Data: String detection, cleaning, dates, wordclouds, etc. (RPubs)
  9. Relationships: Correlation, causation, confounding, controlling for variables, etc. (RPubs)

About

Contains all of the materials for my Summer 2021 course: Fundamentals of Data Science.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages