InterpretML是一个开源软件包，用于训练可解释的模型和解释黑盒系统

v0.1.20 - 2019-12-11

Fixed

• Major bug fix around EBM interactions. If you use interactions, please upgrade immediately.
  Part of the pairwise selection was not operating as expected and has been corrected.
• Fix for handling dataframes when no named columns are specified.
• Various EBM fixes around corner-case datasets.

Changed

• All top-level methods relating to show's backing web server now use visualize provider directly.
  In theory this shouldn't affect top-level API usage, but please raise an issue in the event of failure.
• Memory footprint heavily reduced for EBM at around 2-3 times.

v0.1.19 - 2019-10-25

Changed

• Changed classification metric exposed between C++/python for EBMs to log loss for future public use.
• Warnings provided when extensions error on load.

Fixed

• Package joblib added to interpret-core as "required" extra.
• Compiler fixes for Oracle Developer Studio.
• Removed undefined behavior in EBM for several unlikely scenarios.

v0.1.18 - 2019-10-09

Added

• Added "main_attr" argument to EBM models. Can now select a subset of features to train main effects on.
• Added AzureML notebook VM detection for visualizations (switches to inline).

Fixed

• Missing values now correctly throw exceptions on explainers.
• Major visualization fix for pairwise interaction heatmaps from EBM.
• Corrected inline visualization height in Notebooks.

Changed

• Various internal C++ fixes.
• New error messages around EBM if the model isn't fitted before calling explain_*.

v0.1.17 - 2019-09-24

Fixed

• Morris sensitivity now works for both predict and predict_proba on scikit models.
• Removal of debug print statements around blackbox explainers.

Changed

• Dependencies for numpy/scipy/pandas/scikit-learn relaxed to (1.11.1,0.18.1,0.19.2, 0.18.1) respectively.
• Visualization provider defaults set by environment detection (cloud and local use different providers).

Experimental (WIP)

• Inline visualizations for show(explanation). This allows cloud notebooks, and offline notebook support.
  Dashboard integration still ongoing.

v0.1.16 - 2019-09-17

Added

• Visualize and compute platforms are now refactored and use an extension system. Details on use upcoming in later release.
• Package interpret is now a meta-package using interpret-core.
  This enables partial installs via interpret-core for production environments.

Fixed

• Updated SHAP dependency to require dill.

Experimental (WIP)

• Greybox introduced (explainers that only work for specific types of models). Starting with SHAP tree and TreeInterpreter.
• Extension system now works across all explainer types and providers.

v0.1.15 - 2019-08-26

Experimental (WIP)

• Multiclass EBM added. Includes visualization and postprocessing. Currently does not support multiclass pairs.

v0.1.14 - 2019-08-20

Fixed

• Fixed occasional browser crash relating to density graphs.
• Fixed decision trees not displaying in Jupyter notebooks.

Changed

• Dash components no longer pinned. Upgraded to latest.
• Upgrade from dash-table-experiment to dash-table.
• Numerous renames within native code.

Experimental (WIP)

• Explanation data methods for PDP, EBM enabled for mli interop.

v0.1.13 - 2019-08-14

Added

• EBM has new parameter 'binning_strategy'. Can now support quantile based binning.
• EBM now gracefully handles many edge cases around data.
• Selenium support added for visual smoke tests.

Fixed

• Method debug_mode now works in wider environments including WSL.
• Linear models in last version returned the same graphs no matter the selection. Fixed.

Changed

• Testing requirements now fully separate from default user install.
• Internal EBM class has many renames associated with native codebase. Attribute has been changed to Feature.
• Native codebase has many renames. Diff commits from v0.1.12 to v0.1.13 for more details.
• Dependency gevent lightened to take 1.3.6 or greater. This affects cloud/older Python environments.
• Installation for interpret package should now be 'pip install -U interpret'.
• Removal of skope-rules as a required dependency. User now has to install it manually.
• EBM parameter 'cont_n_bins' renamed to 'max_n_bins'.

Experimental (WIP)

• Extensions validation method is hardened to ensure blackbox specs are closely met.
• Explanation methods data and visual, require key of form ('mli', key), to access mli interop.