Scientific and Statistical Improvement

Issues

• Introduce Chatterjeexi as standard correlation for feature selection

  enhancementhelp wanted
  Bayer-Group/MotherML#42 · Filter by author thomasATbayer opened on Jun 26, 2026 · Scientific and Statistical Improvement
  2

  

• Add dedicated feature importance for ranking

  enhancementhelp wanted
  Bayer-Group/MotherML#43 · Filter by author thomasATbayer opened on Jun 29, 2026 · Scientific and Statistical Improvement
  1

  

• GPSampler as Default Optuna Sampler

  Unread
  Bayer-Group/MotherML#47·thomasATbayer opened Jul 2, 2026 · Updated Oct 5, 2026·Draft
  22

  

• Make bootstrap level in Catboost tunable

  enhancement
  Feature

  Bayer-Group/MotherML#63 · Filter by author thomasATbayer opened on Jul 28, 2026 · Scientific and Statistical Improvement
  

• Make GP Sampler the standard Optuna Sampler when torch is installed

  enhancementhelp wanted
  Feature

  Bayer-Group/MotherML#46 · Filter by author thomasATbayer opened on Jul 1, 2026 · Scientific and Statistical Improvement
  1

  

• Add SHAP Explainability for all core models

  enhancementhelp wanted
  Task

  Bayer-Group/MotherML#41 · Filter by author thomasATbayer opened on Jun 26, 2026 · Scientific and Statistical Improvement
  1

  

• Introduce ensemble models by combining trained models from MotherCV

  enhancementgood first issue
  Feature

  Bayer-Group/MotherML#90 · Filter by author junkha opened on Sep 24, 2026 · Scientific and Statistical Improvement
  

• Calibrate uncertainties and probabilities of CVEnsembles

  enhancement
  Feature

  Bayer-Group/MotherML#100 · Filter by author junkha opened on Oct 6, 2026 · Scientific and Statistical Improvement