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flashlight  

Shed Light on Black Box Machine Learning Models
View on CRAN: Click here


Download and install flashlight package within the R console
Install from CRAN:
install.packages("flashlight")

Install from Github:
library("remotes")
install_github("cran/flashlight")

Install by package version:
library("remotes")
install_version("flashlight", "0.9.0")



Attach the package and use:
library("flashlight")
Maintained by
Michael Mayer
[Scholar Profile | Author Map]
First Published: 2019-08-25
Latest Update: 2023-05-10
Description:
Shed light on black box machine learning models by the help of model performance, variable importance, global surrogate models, ICE profiles, partial dependence (Friedman J. H. (2001) ), accumulated local effects (Apley D. W. (2016) ), further effects plots, interaction strength, and variable contribution breakdown (Gosiewska and Biecek (2019) ). All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.
How to cite:
Michael Mayer (2019). flashlight: Shed Light on Black Box Machine Learning Models. R package version 0.9.0, https://cran.r-project.org/web/packages/flashlight. Accessed 01 May. 2025.
Previous versions and publish date:
0.1.0 (2019-08-25 09:20), 0.2.0 (2019-09-18 11:10), 0.3.0 (2019-10-13 09:30), 0.4.0 (2019-11-10 09:50), 0.5.0 (2019-12-05 18:00), 0.6.0 (2020-01-19 20:30), 0.7.0 (2020-03-12 12:10), 0.7.1 (2020-03-20 16:50), 0.7.2 (2020-04-14 14:00), 0.7.3 (2020-06-20 14:30), 0.7.4 (2021-01-10 19:30), 0.7.5 (2021-02-13 11:00), 0.8.0 (2021-04-21 08:00)
Other packages that cited flashlight R package
View flashlight citation profile
Other R packages that flashlight depends, imports, suggests or enhances
Complete documentation for flashlight
Functions, R codes and Examples using the flashlight R package
Some associated functions: add_shap . all_identical . auto_cut . cut3 . flashlight . grouped_center . grouped_counts . grouped_stats . grouped_weighted_mean . is.flashlight . light_breakdown . light_check . light_combine . light_effects . light_global_surrogate . light_ice . light_importance . light_interaction . light_performance . light_profile . light_profile2d . light_recode . light_scatter . most_important . multiflashlight . plot.light_breakdown . plot.light_effects . plot.light_global_surrogate . plot.light_ice . plot.light_importance . plot.light_performance . plot.light_profile . plot.light_profile2d . plot.light_scatter . plot_counts . predict.flashlight . predict.multiflashlight . print.flashlight . print.light . print.multiflashlight . residuals.flashlight . residuals.multiflashlight . response . 
Some associated R codes: add_shap.R . ale_profile.R . all_identical.R . auto_cut.R . common_breaks.R . cut3.R . flashlight.R . grouped_center.R . grouped_counts.R . grouped_stats.R . grouped_weighted_mean.R . is_flashlight.R . light_breakdown.R . light_check.R . light_combine.R . light_effects.R . light_global_surrogate.R . light_ice.R . light_importance.R . light_interaction.R . light_performance.R . light_profile.R . light_profile2d.R . light_recode.R . light_scatter.R . most_important.R . multiflashlight.R . plot_counts.R . plot_light_breakdown.R . plot_light_effects.R . plot_light_global_surrogate.R . plot_light_ice.R . plot_light_importance.R . plot_light_performance.R . plot_light_profile.R . plot_light_profile2d.R . plot_light_scatter.R . predict_flashlight.R . predict_multiflashlight.R . print_flashlight.R . print_light.R . print_multiflashlight.R . residuals_flashlight.R . residuals_multiflashlight.R . response.R . utils.R . zzz.R .  Full flashlight package functions and examples
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