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Constructor and methods for caret_list

caret_list()
Construct a caret_list object
predict(<caret_list>)
Predict from a caret_list
oof_predictions(<caret_list>)
Out-of-fold predictions from a caret_list
summary(<caret_list>)
Provide a summary of the best tuning parameters and resampling metrics for all the caret_list models.

Constructor and methods for caret_stack

caret_stack()
Construct a caret_stack object.
predict(<caret_stack>)
Create a matrix of predictions for a caret_stack object.
oof_predictions(<caret_stack>)
Out-of-fold predictions from a caret_stack
summary(<caret_stack>)
Get a summary of a caret_stack object
plot_roc(<caret_stack>)
Plot ROC curves for individual and ensemble models in a caret_stack
compute_metric(<caret_stack>)
Compute metrics with a provided metric function
plot_metric(<caret_stack>)
Plot metrics computed with a provided metric function
compute_model_contributions(<caret_stack>)
Compute the relative contributions of each of the base models in the ensemble model
plot_model_contributions(<caret_stack>)
Plot the relative contributions of each of the base models in the ensemble model
compute_ablation(<caret_stack>)
Perform an ablation analysis for a caret_stack
plot_ablation(<caret_stack>)
Make a bar plot of an ablation analysis for a caret_stack.
compute_feature_contributions(<caret_stack>)
Compute the feature level contributions for a caret_stack.
plot_feature_contributions(<caret_stack>)
Make a bar plot of feature level for a caret_stack.

Miscellaneous Helper Functions

prepare_mae()
Prepare a MultiAssayExperiment for use with caretMultimodal

Datasets

heart_failure_datasets
Heart Failure Datasets
heart_failure_stack
Pre-trained caret_stack on Heart Failure Datasets