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Feature/684 openstef 40 support hyperparameter tuning#840

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fleur-petit wants to merge 4 commits intoOpenSTEF:release/v4.0.0from
fleur-petit:feature/684-openstef-40-support-hyperparameter-tuning
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Feature/684 openstef 40 support hyperparameter tuning#840
fleur-petit wants to merge 4 commits intoOpenSTEF:release/v4.0.0from
fleur-petit:feature/684-openstef-40-support-hyperparameter-tuning

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@fleur-petit
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- Using Annotated fields to set search ranges on XGBoost and GBLinear hyperparameters;
- try_optuna.ipynb to explore hyperparameter tuning with optuna.
@sonarqubecloud
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