Shed Light on Black Box Machine Learning Models
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Documentation for package ‘flashlight’ version 0.8.0
Help Pages
-- A --
| add_shap | Add SHAP values to (multi-)flashlight |
| add_shap.default | Add SHAP values to (multi-)flashlight |
| add_shap.flashlight | Add SHAP values to (multi-)flashlight |
| add_shap.multiflashlight | Add SHAP values to (multi-)flashlight |
| ale_profile | ALE profile |
| all_identical | all_identical |
| auto_cut | Discretizes a Vector |
-- C --
| common_breaks | Common Breaks for multiflashlight |
| cut3 | Modified cut |
-- F --
| flashlight | Create or Update a flashlight |
| flashlight.default | Create or Update a flashlight |
| flashlight.flashlight | Create or Update a flashlight |
-- G --
| grouped_center | Grouped, weighted mean centering |
| grouped_counts | Grouped count |
| grouped_stats | Grouped Weighted Means, Quartiles, or Variances |
| grouped_weighted_mean | Fast Grouped Weighted Mean |
-- 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 | Variable Importance |
| light_importance.default | Variable Importance |
| light_importance.flashlight | Variable Importance |
| light_importance.multiflashlight | 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 | Recode Factor Columns |
| light_recode.default | Recode Factor Columns |
| light_recode.light | Recode Factor Columns |
| light_scatter | Scatter |
| light_scatter.default | Scatter |
| light_scatter.flashlight | Scatter |
| light_scatter.multiflashlight | Scatter |
-- M --
| most_important | Most Important Variables. |
| most_important.default | Most Important Variables. |
| most_important.light_importance | 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. of Partial Dependence |
| plot.light_profile2d | Visualize 2D-Profiles, e.g. of Partial Dependence |
| plot.light_scatter | Scatter Plot |
| plot_counts | Add Counts to Effects Plot |
| 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 |