We will use the ames
data set from the modeldata
library. It can be loaded using the following code
library(tidymodels)
data("ames")
We will try to predict the Sale_Price
of a house by the Longitude
of its location (this would not be the best idea alone, but serves as an example). Use step_bs()
to fit a spline onto Longitude
use cross-validation to find the value of degree
where the model performs best.