| brier_score | brier_score: A Brier score function | 
| evalm | evalm: Evaluate Machine Learning Models in R | 
| fit | Random forest fitted object from Caret on Sonar data | 
| fit1 | Random forest fitted object from Caret on Sonar data | 
| fit2 | Gradient boosted machines fitted object from Caret on Sonar data | 
| fit3 | Random forest fitted object from Caret on Sonar data with log-likelihood objective function | 
| im_fit | Random forest fitted object from Caret on simulated imbalanced data | 
| LL | LL: Log-likelihood function | 
| preds | Predictions from gbm on the Sonar test data | 
| predsc | Predictions from gbm and random forest on the Sonar test data | 
| Sonar | Sonar data |