├── .gitignore ├── .travis.yml ├── LICENSE ├── MANIFEST.in ├── README.md ├── UPDATES ├── media ├── images │ ├── nestedhyperboost_banner.png │ └── nestedhyperboost_logo.png └── literature │ ├── Algorithms for Hyper-Parameter Optimization.pdf │ ├── CatBoost Gradient Boosting with Categorical Features Support.pdf │ ├── LightGBM A Highly Efficient Gradient Boosting Decision Tree.pdf │ ├── Making a Science of Model Search Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures.pdf │ └── XGBoost A Scalable Tree Boosting System.pdf ├── nestedhyperboost ├── __init__ .py ├── argument_quality.py ├── catboost │ ├── __init__.py │ ├── cat_ncv_classifier.py │ ├── cat_ncv_regressor.py │ └── cat_params.py ├── lightgbm │ ├── __init__.py │ ├── lgb_ncv_classifier.py │ ├── lgb_ncv_regressor.py │ └── lgb_params.py ├── method_select.py ├── ncv_optimizer.py ├── results.py └── xgboost │ ├── __init__.py │ ├── xgb_ncv_classifier.py │ ├── xgb_ncv_regressor.py │ └── xgb_params.py └── 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