Backlog

This issue is to maintain links to all feature requests and bugs in one place. Issues listed here should have either the "enhancement " or "bug" label applied to them.

Issues not listed here are searchable with: is:issue is:open -label:bug -label:enhancement

Enhancements, python

• add method to convert EBMs to GradientBoostingRegressor (https://github.com/interpretml/interpret/issues/639)
• change smoothing round implementation so that it isn't impacted by feature order when used on nominals (https://github.com/interpretml/interpret/issues/629)
• per-feature smoothing parameters (https://github.com/interpretml/interpret/issues/626)
• probability calibration plots (https://github.com/interpretml/interpret/issues/625)
• GPU EBMs (https://github.com/interpretml/interpret/issues/610)
• improve parallel handing of EBM data (https://github.com/interpretml/interpret/issues/519)
• add fully customizable python-based objectives (https://github.com/interpretml/interpret/issues/498)
• confine pairwise interactions to the boundary of the convex hull (https://github.com/interpretml/interpret/issues/458)
• add "warm_start" parameter to enable stage customization during fitting (https://github.com/interpretml/interpret/issues/304). Also see issue # 403
• avoid resetting the index on call to show after explain_local (https://github.com/interpretml/interpret/issues/72)
• user defined labels for local explanation samples (https://github.com/interpretml/interpret/issues/300)
• change boosting algorithm to stop it from producing graphs with large positive or negative scores in some regions (https://github.com/interpretml/interpret/issues/122)
• ranking (https://github.com/interpretml/interpret/issues/181)
• Dask arrays for large datasets (https://github.com/interpretml/interpret/issues/249)
• Spyder support for show function (https://github.com/interpretml/interpret/issues/191)
• UI to show missing value scores (https://github.com/interpretml/interpret/issues/18)
• show error bars for interactions in the UI, perhaps with a hover (https://github.com/interpretml/interpret/issues/127)
• Improve contrast of interaction heatmaps (https://github.com/interpretml/interpret/issues/236)
• dashboard data disappears when changing tabs (https://github.com/interpretml/interpret/issues/106)
• add permutation Importance (https://github.com/interpretml/interpret/issues/26)
• alternative feature importance techniques (https://github.com/interpretml/interpret/issues/374)
• add categorical support to Morris Sensitivity Analysis (https://github.com/interpretml/interpret/issues/275)
• alternate base estimators such as linear models, polynomial regression, or splines (https://github.com/interpretml/interpret/issues/185)
• Add waterfall plot (https://github.com/interpretml/interpret/issues/453)

Enhancements, R

• local explanations in R (https://github.com/interpretml/interpret/issues/222)
• R multiple new features (https://github.com/interpretml/interpret/issues/294)
• add threading to R and in general move the parallelism into C++ (https://github.com/interpretml/interpret/issues/180)

Bugs

• predictions in R different from python (https://github.com/interpretml/interpret/issues/417)
• DataException: MissingColumnsInData, Expected column(s) 0 not found in fitted data (https://github.com/interpretml/interpret/issues/209)
• multiclass LIME (https://github.com/interpretml/interpret/issues/306)
• LimeTabular seems to require Pandas dataframe for categoricals (https://github.com/interpretml/interpret/issues/322)
• Categorical features in PartialDependence (https://github.com/interpretml/interpret/issues/217)
• show does not display any output in some settings (https://github.com/interpretml/interpret/issues/229)
• raise an exception when the multi-model dashboard is used inside the InlineProvider (https://github.com/interpretml/interpret/issues/333)
• in some scenarios showing multiple EBM dashboards could fail (https://github.com/interpretml/interpret/issues/350)