In brian-j-smith/MachineShop: Machine Learning Models and Tools

Analysis Functions

Training

| | | |---------------------------|--------------------------------------------------| | r rdoc_url("fit") | Model fitting | | r rdoc_url("resample") | Resample estimation of model performance |

 

Tuning Grids

| | | |----------------------------------|-------------------------------------------| | 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 |

 

Response Values

| | | |---------------------------|--------------------------------------------------| | r rdoc_url("response") | Observed | | r rdoc_url("predict") | Predicted |

 

Performance Assessment

| | | |-----------------------------------|------------------------------------------| | 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 |

 

Resample Control Structures

| | | |--------------------------------------------------|----------------------------------------| | 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 |

 

Analysis Summaries

| | | |-------------------------------|----------------------------------------------| | r rdoc_url("plot") | Graphical summaries | | r rdoc_url("print") | Object summaries | | r rdoc_url("summary") | Tabular summaries |

 

Information

| | | |-------------------------------|----------------------------------------------| | r rdoc_url("metricinfo") | Metric function names and attributes | | r rdoc_url("modelinfo") | Model constructor names and attributes | | r rdoc_url("settings") | Global settings |

 

Package Extension

| | | |-------------------------------|----------------------------------------------| | r rdoc_url("MLMetric") | Metric class constructor | | r rdoc_url("MLModel") | Model class constructor |

 

brian-j-smith/MachineShop documentation built on Sept. 22, 2023, 10:01 p.m.