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DALEX  

moDel Agnostic Language for Exploration and eXplanation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("DALEX", "2.4.3")



Attach the package and use:
library("DALEX")
Maintained by
Przemyslaw Biecek
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-02-28
Latest Update: 2023-01-15
Description:
Any unverified black box model is the path to failure. Opaqueness leads to distrust. Distrust leads to ignoration. Ignoration leads to rejection. DALEX package xrays any model and helps to explore and explain its behaviour. Machine Learning (ML) models are widely used and have various applications in classification or regression. Models created with boosting, bagging, stacking or similar techniques are often used due to their high performance. But such black-box models usually lack direct interpretability. DALEX package contains various methods that help to understand the link between input variables and model output. Implemented methods help to explore the model on the level of a single instance as well as a level of the whole dataset. All model explainers are model agnostic and can be compared across different models. DALEX package is the cornerstone for 'DrWhy.AI' universe of packages for visual model exploration. Find more details in (Biecek 2018) .
How to cite:
Przemyslaw Biecek (2018). DALEX: moDel Agnostic Language for Exploration and eXplanation. R package version 2.4.3, https://cran.r-project.org/web/packages/DALEX
Previous versions and publish date:
0.1.1 (2018-02-28 17:36), 0.2.0 (2018-04-05 15:26), 0.2.2 (2018-05-22 23:55), 0.2.3 (2018-06-13 10:02), 0.2.4 (2018-08-06 08:10), 0.2.5 (2019-01-02 11:30), 0.2.6 (2019-01-07 20:50), 0.2.7 (2019-03-03 11:40), 0.3.0 (2019-03-25 23:46), 0.4.4 (2019-07-06 22:40), 0.4.7 (2019-08-25 15:20), 0.4.9 (2019-10-24 21:20), 0.4 (2019-05-17 23:20), 1.0.1 (2020-02-26 14:00), 1.0 (2020-02-21 14:20), 1.2.0 (2020-04-22 22:34), 1.2.1 (2020-04-25 16:50), 1.3.0 (2020-07-02 18:20), 1.3.1.1 (2020-08-01 07:12), 2.0.1 (2020-10-26 07:10), 2.0 (2020-09-04 09:32), 2.1.1 (2021-02-20 06:50), 2.2.0 (2021-03-20 21:40), 2.2.1 (2021-06-01 07:00), 2.3.0 (2021-07-28 12:20), 2.4.0 (2022-02-21 17:00), 2.4.1 (2022-05-21 12:00), 2.4.2 (2022-06-16 00:20)
Other packages that cited DALEX R package
View DALEX citation profile
Other R packages that DALEX depends, imports, suggests or enhances
Functions, R codes and Examples using the DALEX R package
Some associated functions: HR . apartments . colors_drwhy . covid . dragons . explain . fifa . happiness . install_dependencies . loss_functions . loss_yardstick . model_diagnostics . model_info . model_parts . model_performance . model_profile . plot.list . plot.model_diagnostics . plot.model_parts . plot.model_performance . plot.model_profile . plot.predict_diagnostics . plot.predict_parts . plot.predict_profile . plot.shap_aggregated . predict . predict_diagnostics . predict_parts . predict_profile . print.description . print.explainer . print.model_diagnostics . print.model_info . print.model_performance . print.model_profile . print.predict_diagnostics . shap_aggregated . theme_dalex . theme_drwhy . titanic . update_data . update_label . variable_effect . yhat . 
Some associated R codes: data_HR.R . data_apartments.R . data_covid.R . data_dragons.R . data_fifa.R . data_happiness.R . data_titanic.R . explain.R . misc.R . misc_install_dependencies.R . misc_loss_functions.R . misc_set_theme_dalex.R . misc_theme_drwhy.R . misc_update.R . misc_yhat.R . model_diagnostics.R . model_info.R . model_parts.R . model_performance.R . model_profile.R . model_variable_effect.R . plot_list.R . plot_model_diagnostics.R . plot_model_parts.R . plot_model_performance.R . plot_model_profile.R . plot_predict_diagnostics.R . plot_predict_parts.R . plot_predict_profile.R . plot_shap_aggregated.R . predict.R . predict_diagnostics.R . predict_parts.R . predict_profile.R . print_description.R . print_explainer.R . print_model_diagnostics.R . print_model_performance.R . print_model_profile.R . print_predict_diagnostics.R . shap_aggregated.R . zzz.R .  Full DALEX package functions and examples
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