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Outsourcing HO and implementing it also for BDTs

Steffen Korn requested to merge BDTHO into master

This MR

  • outsources the HO into a dedicated file
  • implements HO for BDTs
  • Allows for LearningRate to be HO parameter everywhere; steered by MaxLearningRate, MinLearningRate and StepLearningRate
  • Allows for MaxDepth and MaxFeatures to be HO parameters for HO for BDTs. The code will take the given values as maxima and also produce shallower (smaller MaxDepths) models with less MaxFeatures. User should therefore consider to increase these values for HO to receive a wider range of configurations.

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