Regression for optimum rate and prediction R Workshop

Hey there!

This is a public GitHub repository to share the files needed for the Kansas State University/University of Georgia 2022 AGSA R Workshop - Regression for optimum rate and prediction R Workshop, taught by @leombastos.

The workshop was presented in one day for 2 hours where we covered:

• Linear, quadratic, and linear-plateau regression
• Regression analysis workflow including
  • data import
  • data wrangling
  • exploratory data analysis
  • formal statistical analysis
  • model assumption checking with residual diagnostics
  • model summary
  • final plot
• Difference between ANOVA and regression
• Model selection
• Explore some cool applications of regression like
  • finding an optimum input rate that maximizes yield
  • prediction

Interested in "attending" the workshop?

1. Download this repository (click on the green "Code" button above and select "Download ZIP")

2. Unzip the repository, launch the RStudio project (by clicking on the "2022_rworkshop_regression.Rproj" file).

3. On RStudio, go to the "Files" tab (lower right), click on folder "markdown", and open file "package_prep.R". Run each line of this script to install the packages we need for the workshop.

4. On RStudio, go to the "Files" tab (lower right), click on folder "markdown", and open file

   • "reg_partial.Rmd"

5. You can code along with us by watching this YouTube video