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v1.6.0

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@thomasmeissnercrm thomasmeissnercrm released this 23 Aug 17:59
· 194 commits to main since this release
a3f01d2

New features

  • Add training config param to use repeated stratified kfold strategy during tuning
  • Add option for predict method in BlueCast class to return original target labels
  • Add new plot_distribution_by_time EDA function
  • Add new plot_classification_target_distribution_within_categories EDA function
  • Add new plot_pca_biplot EDA function
  • Add new plot_andrews_curve EDA function
  • Add new plot plot_against_target_for_regression
  • Add additional feature engineering capabilities via GroupLevelAggFeatures
  • Show histograms on 2nd axis in eCDF plots

Changes

  • Suppress seaborn warnings
  • Use Freedman-diaconis to determine number of bins for histograms
  • Suppress additional warnings out of control in the library
  • Only show global SHAP values by default

Bug fixes:

  • Add handling of infrequent categories
  • fix detection of numerical features
  • fix a bug when target class is a string, but categorical encoding shall be done via ml algorithm