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v0.3.5: skorch support, simplified dashboard and feature descriptions
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@oegedijk oegedijk released this 07 May 11:11
· 753 commits to master since this release
v0.3.5
5149c95
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Learn about vigilant mode.

New Features

  • adds support for PyTorch Neural Networks! (as long as they are wrapped by skorch)
  • adds SimplifiedClassifierComposite and SimplifiedRegressionComposite to explainerdashboard.custom
  • adds flag simple=True to load these simplified one page dashboards: ExplainerDashboard(explainer, simple=True)
  • adds support for visualizing trees of ExtraTreesClassifier and ExtraTreesRegressor
  • adds FeatureDescriptionsComponent to explainerdashboard.custom and the Importances tab
  • adds possibility to dynamically add new dashboards to running ExplainerHub using /add_dashboard route
    with add_dashboard_route=True (will only work if you're running the Hub as a single worker/node though!)

Improvements

  • ExplainerDashboard.to_yaml("dashboards/dashboard.yaml", dump_explainer=True)
    will now dump the explainer in the correct subdirectory (and also default
    to explainer.joblib)
  • Interactions tab automatically excluded for linear models
Assets 2