R: Shed Light on Black Box Machine Learning Models

# Shed Light on Black Box Machine Learning Models

## Documentation for package ‘flashlight’ version 1.0.0

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## Help Pages

A F I L M P R

## -- A --

add_shap | DEPRECATED

## -- F --

flashlight | Create or Update a flashlight
flashlight.default | Create or Update a flashlight
flashlight.flashlight | Create or Update a flashlight

## -- I --

is.flashlight | Check functions for flashlight Classes
is.light | Check functions for flashlight Classes
is.light_breakdown | Check functions for flashlight Classes
is.light_breakdown_multi | Check functions for flashlight Classes
is.light_effects | Check functions for flashlight Classes
is.light_effects_multi | Check functions for flashlight Classes
is.light_global_surrogate | Check functions for flashlight Classes
is.light_global_surrogate_multi | Check functions for flashlight Classes
is.light_ice | Check functions for flashlight Classes
is.light_ice_multi | Check functions for flashlight Classes
is.light_importance | Check functions for flashlight Classes
is.light_importance_multi | Check functions for flashlight Classes
is.light_performance | Check functions for flashlight Classes
is.light_performance_multi | Check functions for flashlight Classes
is.light_profile | Check functions for flashlight Classes
is.light_profile2d | Check functions for flashlight Classes
is.light_profile2d_multi | Check functions for flashlight Classes
is.light_profile_multi | Check functions for flashlight Classes
is.light_scatter | Check functions for flashlight Classes
is.light_scatter_multi | Check functions for flashlight Classes
is.multiflashlight | Check functions for flashlight Classes
is.shap | Check functions for flashlight Classes

## -- L --

light_breakdown | Variable Contribution Breakdown for Single Observation
light_breakdown.default | Variable Contribution Breakdown for Single Observation
light_breakdown.flashlight | Variable Contribution Breakdown for Single Observation
light_breakdown.multiflashlight | Variable Contribution Breakdown for Single Observation
light_check | Check flashlight
light_check.default | Check flashlight
light_check.flashlight | Check flashlight
light_check.multiflashlight | Check flashlight
light_combine | Combine Objects
light_combine.default | Combine Objects
light_combine.light | Combine Objects
light_combine.list | Combine Objects
light_effects | Combination of Response, Predicted, Partial Dependence, and ALE profiles.
light_effects.default | Combination of Response, Predicted, Partial Dependence, and ALE profiles.
light_effects.flashlight | Combination of Response, Predicted, Partial Dependence, and ALE profiles.
light_effects.multiflashlight | Combination of Response, Predicted, Partial Dependence, and ALE profiles.
light_global_surrogate | Global Surrogate Tree
light_global_surrogate.default | Global Surrogate Tree
light_global_surrogate.flashlight | Global Surrogate Tree
light_global_surrogate.multiflashlight | Global Surrogate Tree
light_ice | Individual Conditional Expectation (ICE)
light_ice.default | Individual Conditional Expectation (ICE)
light_ice.flashlight | Individual Conditional Expectation (ICE)
light_ice.multiflashlight | Individual Conditional Expectation (ICE)
light_importance | Permutation Variable Importance
light_importance.default | Permutation Variable Importance
light_importance.flashlight | Permutation Variable Importance
light_importance.multiflashlight | Permutation Variable Importance
light_interaction | Interaction Strength
light_interaction.default | Interaction Strength
light_interaction.flashlight | Interaction Strength
light_interaction.multiflashlight | Interaction Strength
light_performance | Model Performance of Flashlight
light_performance.default | Model Performance of Flashlight
light_performance.flashlight | Model Performance of Flashlight
light_performance.multiflashlight | Model Performance of Flashlight
light_profile | Partial Dependence and other Profiles
light_profile.default | Partial Dependence and other Profiles
light_profile.flashlight | Partial Dependence and other Profiles
light_profile.multiflashlight | Partial Dependence and other Profiles
light_profile2d | 2D Partial Dependence and other 2D Profiles
light_profile2d.default | 2D Partial Dependence and other 2D Profiles
light_profile2d.flashlight | 2D Partial Dependence and other 2D Profiles
light_profile2d.multiflashlight | 2D Partial Dependence and other 2D Profiles
light_recode | DEPRECATED
light_scatter | Scatter Plot Data
light_scatter.default | Scatter Plot Data
light_scatter.flashlight | Scatter Plot Data
light_scatter.multiflashlight | Scatter Plot Data

## -- M --

most_important | Most Important Variables.
multiflashlight | Create or Update a multiflashlight
multiflashlight.default | Create or Update a multiflashlight
multiflashlight.flashlight | Create or Update a multiflashlight
multiflashlight.list | Create or Update a multiflashlight
multiflashlight.multiflashlight | Create or Update a multiflashlight

## -- P --

plot.light_breakdown | Visualize Variable Contribution Breakdown for Single Observation
plot.light_effects | Visualize Multiple Types of Profiles Together
plot.light_global_surrogate | Plot Global Surrogate Trees
plot.light_ice | Visualize ICE profiles
plot.light_importance | Visualize Variable Importance
plot.light_performance | Visualize Model Performance
plot.light_profile | Visualize Profiles, e.g. Partial Dependence
plot.light_profile2d | Visualize 2D-Profiles, e.g., of Partial Dependence
plot.light_scatter | Scatter Plot
plot_counts | DEPRECATED
predict.flashlight | Predictions for flashlight
predict.multiflashlight | Predictions for multiflashlight
print.flashlight | Prints a flashlight
print.light | Prints light Object
print.multiflashlight | Prints a multiflashlight

## -- R --

residuals.flashlight | Residuals for flashlight
residuals.multiflashlight | Residuals for multiflashlight
response | Response of multi/-flashlight
response.default | Response of multi/-flashlight
response.flashlight | Response of multi/-flashlight
response.multiflashlight | Response of multi/-flashlight