| | |
|---------------------------|--------------------------------------------------|
| r rdoc_url("fit")
| Model fitting |
| r rdoc_url("resample")
| Resample estimation of model performance |
| | |
|----------------------------------|-------------------------------------------|
| r rdoc_url("expand_model")
| Model expansion over tuning parameters |
| r rdoc_url("expand_modelgrid")
| Model tuning grid expansion |
| r rdoc_url("expand_params")
| Model parameters expansion |
| r rdoc_url("expand_steps")
| Recipe step parameters expansion |
| | |
|---------------------------|--------------------------------------------------|
| r rdoc_url("response")
| Observed |
| r rdoc_url("predict")
| Predicted |
| | |
|-----------------------------------|------------------------------------------|
| r rdoc_url("calibration")
| Model calibration |
| r rdoc_url("confusion")
| Confusion matrices |
| r rdoc_url("dependence")
| Partial dependence |
| r rdoc_url("diff")
| Model performance differences |
| r rdoc_url("lift")
| Lift curves |
| r rdoc_url("performance")
| Model performance metrics |
| r rdoc_url("performance_curve")
| Model performance curves |
| r rdoc_url("rfe")
| Recursive feature elimination |
| r rdoc_url("varimp")
| Variable importance |
| | |
|--------------------------------------------------|----------------------------------------|
| r rdoc_url("BootControl", "MLControl")
| Simple bootstrap |
| r rdoc_url("BootOptimismControl", "MLControl")
| Optimism-corrected bootstrap |
| r rdoc_url("CVControl", "MLControl")
| Repeated K-fold cross-validation |
| r rdoc_url("CVOptimismControl", "MLControl")
| Optimism-corrected cross-validation |
| r rdoc_url("OOBControl", "MLControl")
| Out-of-bootstrap |
| r rdoc_url("SplitControl", "MLControl")
| Split training-testing |
| r rdoc_url("TrainControl", "MLControl")
| Training resubstitution |
| | |
|-------------------------------|----------------------------------------------|
| r rdoc_url("plot")
| Graphical summaries |
| r rdoc_url("print")
| Object summaries |
| r rdoc_url("summary")
| Tabular summaries |
| | |
|-------------------------------|----------------------------------------------|
| r rdoc_url("metricinfo")
| Metric function names and attributes |
| r rdoc_url("modelinfo")
| Model constructor names and attributes |
| r rdoc_url("settings")
| Global settings |
| | |
|-------------------------------|----------------------------------------------|
| r rdoc_url("MLMetric")
| Metric class constructor |
| r rdoc_url("MLModel")
| Model class constructor |
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