iml

Interpretable Machine Learning

CRAN Package

Interpretability methods to analyze the behavior and predictions of any machine learning model. Implemented methods are: Feature importance described by Fisher et al. (2018) doi:10.48550/arxiv.1801.01489, accumulated local effects plots described by Apley (2018) doi:10.48550/arxiv.1612.08468, partial dependence plots described by Friedman (2001) www.jstor.org/stable/2699986, individual conditional expectation ('ice') plots described by Goldstein et al. (2013) doi:10.1080/10618600.2014.907095, local models (variant of 'lime') described by Ribeiro et. al (2016) doi:10.48550/arXiv.1602.04938, the Shapley Value described by Strumbelj et. al (2014) doi:10.1007/s10115-013-0679-x, feature interactions described by Friedman et. al doi:10.1214/07-AOAS148 and tree surrogate models.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 6,761 times in the last 30 days. Impressive! The kind of number that makes colleagues ask, 'How did you do it?' The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 216 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
366 downloadsMar 4, 2025
319 downloadsMar 5, 2025
303 downloadsMar 6, 2025
227 downloadsMar 7, 2025
123 downloadsMar 8, 2025
147 downloadsMar 9, 2025
220 downloadsMar 10, 2025
274 downloadsMar 11, 2025
248 downloadsMar 12, 2025
304 downloadsMar 13, 2025
206 downloadsMar 14, 2025
174 downloadsMar 15, 2025
151 downloadsMar 16, 2025
277 downloadsMar 17, 2025
291 downloadsMar 18, 2025
282 downloadsMar 19, 2025
256 downloadsMar 20, 2025
184 downloadsMar 21, 2025
112 downloadsMar 22, 2025
170 downloadsMar 23, 2025
239 downloadsMar 24, 2025
249 downloadsMar 25, 2025
245 downloadsMar 26, 2025
247 downloadsMar 27, 2025
233 downloadsMar 28, 2025
137 downloadsMar 29, 2025
130 downloadsMar 30, 2025
197 downloadsMar 31, 2025
234 downloadsApr 1, 2025
216 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
112
366

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 59,015 times in the last 365 days. This work is reaching a lot of screens. A significant achievement indeed! The day with the most downloads was Feb 25, 2025 with 441 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports8 packages
  • Suggests23 packages
  • Reverse Imports3 packages
  • Reverse Suggests6 packages