20.3 Define some models
- Ensembles are formed from model definitions, which are
workflow
s that contain model recipe & spec (that has been tuned or fit_resample’d). - The book recommends the racing tuning method.
You’ll need to save the assessment set predictions and workflow utilized in your
tune_grid()
, orfit_resamples()
objects by setting the control argumentssave_pred = TRUE
andsave_workflow = TRUE
.If a model has hyperparameters, then you’d be creating multiple candidate models.