Index _ | A | B | C | D | E | F | G | I | L | M | N | O | P | R | S | T | U | V | X | Y _ __class_getitem__() (slickml.base._metrics.Metrics class method) (slickml.base.Metrics class method) __dir__() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __format__() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __getstate__() (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) (slickml.selection._xgboost.XGBoostFeatureSelector method) (slickml.selection.XGBoostFeatureSelector method) __hash__() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __init_subclass__() (slickml.base._metrics.Metrics class method) (slickml.base.Metrics class method) __post_init__() (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.metrics._classification.BinaryClassificationMetrics method) (slickml.metrics._regression.RegressionMetrics method) (slickml.metrics.BinaryClassificationMetrics method) (slickml.metrics.RegressionMetrics method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) (slickml.selection._xgboost.XGBoostFeatureSelector method) (slickml.selection.XGBoostFeatureSelector method) __reduce_ex__() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __repr__() (slickml.base._enum.ExtendedEnum method) (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.base.ExtendedEnum method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) (slickml.selection._xgboost.XGBoostFeatureSelector method) (slickml.selection.XGBoostFeatureSelector method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __setstate__() (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) (slickml.selection._xgboost.XGBoostFeatureSelector method) (slickml.selection.XGBoostFeatureSelector method) __slots__ (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base._metrics.Metrics attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.base.Metrics attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) __str__() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) __version__ (in module slickml) A accuracy_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) acquisition_criterion (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) add_noisy_features() (in module slickml.utils) (in module slickml.utils._transform) alpha (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) array_to_df() (in module slickml.utils) (in module slickml.utils._transform) auc_pr_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) auc_rec_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) auc_roc_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) average_method (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) average_methods_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) average_precision_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) B B_Black (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Blue (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Cyan (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_DarkGray (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Default (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Green (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightBlue (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightCyan (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightGray (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightGreen (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightMagenta (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightRed (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_LightYellow (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Magenta (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Red (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_White (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) B_Yellow (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) balanced_accuracy_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) BaseXGBoostEstimator (class in slickml.base) (class in slickml.base._estimator) best_params_ (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) best_results_ (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) BinaryClassificationMetrics (class in slickml.metrics) (class in slickml.metrics._classification) BLUE (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) BOLD (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) C callbacks (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) check_var() (in module slickml.utils) (in module slickml.utils._validation) cli() (in module slickml.cli) (in module slickml.cli._cli) coeff_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) Colors (class in slickml.utils) (class in slickml.utils._format) cut_point (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) cv_results_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) cv_y_ratio_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) CYAN (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) D DARKCYAN (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) deprecated() (in module slickml.utils) (in module slickml.utils._annotations) deviation_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) df_to_csr() (in module slickml.utils) (in module slickml.utils._transform) display_df (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) dtest_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) dtrain_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) E early_stopping_rounds (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) END (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) ev_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) ExtendedEnum (class in slickml.base) (class in slickml.base._enum) F f05_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) f1_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) f2_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) F_Black (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Blue (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Cyan (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_DarkGray (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Default (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Green (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightBlue (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightCyan (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightGray (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightGreen (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightMagenta (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightRed (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_LightYellow (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Magenta (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Red (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_White (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) F_Yellow (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) feature_frequency_ (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) feature_importance_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) fit() (slickml.base._estimator.BaseXGBoostEstimator method), [1] (slickml.base.BaseXGBoostEstimator method), [1] (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization._hyperopt.XGBoostHyperOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostHyperOptimizer method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] fit_intercept (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) fn_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) fp_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) fpr_list_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) G get_best_params() (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization._hyperopt.XGBoostHyperOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostHyperOptimizer method), [1] get_best_results() (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] get_coeffs() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression.GLMNetCVRegressor method) get_cv_results() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] get_default_params() (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] get_feature_frequency() (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] get_feature_importance() (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] get_intercept() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression.GLMNetCVRegressor method) get_metrics() (slickml.base._metrics.Metrics method) (slickml.base.Metrics method) (slickml.metrics._classification.BinaryClassificationMetrics method), [1] (slickml.metrics._regression.RegressionMetrics method), [1] (slickml.metrics.BinaryClassificationMetrics method), [1] (slickml.metrics.RegressionMetrics method), [1] get_optimizer() (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] get_params() (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] get_params_bounds() (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization._hyperopt.XGBoostHyperOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostHyperOptimizer method), [1] get_results() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method), [1] (slickml.optimization._hyperopt.XGBoostHyperOptimizer method), [1] (slickml.optimization.XGBoostBayesianOptimizer method), [1] (slickml.optimization.XGBoostHyperOptimizer method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression.GLMNetCVRegressor method) get_shap_explainer() (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] get_trials() (slickml.optimization._hyperopt.XGBoostHyperOptimizer method), [1] (slickml.optimization.XGBoostHyperOptimizer method), [1] GLMNetCVClassifier (class in slickml.classification) (class in slickml.classification._glmnet) GLMNetCVRegressor (class in slickml.regression) (class in slickml.regression._glmnet) GREEN (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) I importance_type (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) intercept_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) L lambda_path (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) M mae_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) mape_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) max_features (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) max_iter (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) mean_y_ratio_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) memory_use_csr() (in module slickml.utils) (in module slickml.utils._transform) metric (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) Metrics (class in slickml.base) (class in slickml.base._metrics) metrics (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) metrics_df_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) metrics_dict_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) min_lambda_ratio (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) model_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) module slickml slickml.base slickml.base._enum slickml.base._estimator slickml.base._metrics slickml.beta slickml.classification slickml.classification._glmnet slickml.classification._xgboost slickml.classification._xgboostcv slickml.cli slickml.cli._cli slickml.metrics slickml.metrics._classification slickml.metrics._regression slickml.optimization slickml.optimization._bayesianopt slickml.optimization._hyperopt slickml.regression slickml.regression._glmnet slickml.regression._xgboost slickml.regression._xgboostcv slickml.selection slickml.selection._xgboost slickml.utils slickml.utils._annotations slickml.utils._format slickml.utils._transform slickml.utils._validation slickml.visualization slickml.visualization._glmnet slickml.visualization._metrics slickml.visualization._selection slickml.visualization._shap slickml.visualization._xgboost mse_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) msle_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) multioutput (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) N n_init_iter (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) n_iter (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) n_lambda (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) n_splits (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) name() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) names() (slickml.base._enum.ExtendedEnum class method) (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum class method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors class method) (slickml.utils._format.Colors method) (slickml.utils.Colors class method) (slickml.utils.Colors method) nth_noise_threshold (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) num_boost_round (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) O objective (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) optimizer_ (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) P P (in module slickml.utils._annotations) params (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) params_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) params_bounds (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) plot() (slickml.base._metrics.Metrics method) (slickml.base.Metrics method) (slickml.metrics._classification.BinaryClassificationMetrics method), [1] (slickml.metrics._regression.RegressionMetrics method), [1] (slickml.metrics.BinaryClassificationMetrics method), [1] (slickml.metrics.RegressionMetrics method), [1] plot_binary_classification_metrics() (in module slickml.visualization) (in module slickml.visualization._metrics) plot_coeff_path() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression.GLMNetCVRegressor method) plot_cv_results() (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] plot_feature_importance() (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) plot_frequency() (slickml.selection._xgboost.XGBoostFeatureSelector method), [1] (slickml.selection.XGBoostFeatureSelector method), [1] plot_glmnet_coeff_path() (in module slickml.visualization) (in module slickml.visualization._glmnet) plot_glmnet_cv_results() (in module slickml.visualization) (in module slickml.visualization._glmnet) plot_regression_metrics() (in module slickml.visualization) (in module slickml.visualization._metrics) plot_shap_summary() (in module slickml.visualization) (in module slickml.visualization._shap) (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] plot_shap_waterfall() (in module slickml.visualization) (in module slickml.visualization._shap) (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] plot_xfs_cv_results() (in module slickml.visualization) (in module slickml.visualization._selection) plot_xfs_feature_frequency() (in module slickml.visualization) (in module slickml.visualization._selection) plot_xgb_cv_results() (in module slickml.visualization) (in module slickml.visualization._xgboost) plot_xgb_feature_importance() (in module slickml.visualization) (in module slickml.visualization._xgboost) plotting_cv_ (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) plotting_dict_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) pr_thresholds_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) prec_rec_threshold_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) precision_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) precision_digits (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) precision_list_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) predict() (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] (slickml.regression._glmnet.GLMNetCVRegressor method), [1] (slickml.regression._xgboost.XGBoostRegressor method), [1] (slickml.regression._xgboostcv.XGBoostCVRegressor method), [1] (slickml.regression.GLMNetCVRegressor method), [1] (slickml.regression.XGBoostCVRegressor method), [1] (slickml.regression.XGBoostRegressor method), [1] predict_proba() (slickml.classification._glmnet.GLMNetCVClassifier method), [1] (slickml.classification._xgboost.XGBoostClassifier method), [1] (slickml.classification._xgboostcv.XGBoostCVClassifier method), [1] (slickml.classification.GLMNetCVClassifier method), [1] (slickml.classification.XGBoostClassifier method), [1] (slickml.classification.XGBoostCVClassifier method), [1] PURPLE (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) R R (in module slickml.utils._annotations) r2_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) random_state (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) recall_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) recall_list_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) RED (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) RegressionMetrics (class in slickml.metrics) (class in slickml.metrics._regression) results_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) roc_thresholds_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) S scale (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) scale_mean (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) scale_std (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) scaler_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) score() (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) sens_spec_threshold_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) set_params() (slickml.base._estimator.BaseXGBoostEstimator method) (slickml.base.BaseXGBoostEstimator method) (slickml.classification._glmnet.GLMNetCVClassifier method) (slickml.classification._xgboost.XGBoostClassifier method) (slickml.classification._xgboostcv.XGBoostCVClassifier method) (slickml.classification.GLMNetCVClassifier method) (slickml.classification.XGBoostClassifier method) (slickml.classification.XGBoostCVClassifier method) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer method) (slickml.optimization._hyperopt.XGBoostHyperOptimizer method) (slickml.optimization.XGBoostBayesianOptimizer method) (slickml.optimization.XGBoostHyperOptimizer method) (slickml.regression._glmnet.GLMNetCVRegressor method) (slickml.regression._xgboost.XGBoostRegressor method) (slickml.regression._xgboostcv.XGBoostCVRegressor method) (slickml.regression.GLMNetCVRegressor method) (slickml.regression.XGBoostCVRegressor method) (slickml.regression.XGBoostRegressor method) (slickml.selection._xgboost.XGBoostFeatureSelector method) (slickml.selection.XGBoostFeatureSelector method) shap_explainer_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) shap_values_test_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) shap_values_train_ (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) shuffle (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) slickml module slickml.base module slickml.base._enum module slickml.base._estimator module slickml.base._metrics module slickml.beta module slickml.classification module slickml.classification._glmnet module slickml.classification._xgboost module slickml.classification._xgboostcv module slickml.cli module slickml.cli._cli module slickml.metrics module slickml.metrics._classification module slickml.metrics._regression module slickml.optimization module slickml.optimization._bayesianopt module slickml.optimization._hyperopt module slickml.regression module slickml.regression._glmnet module slickml.regression._xgboost module slickml.regression._xgboostcv module slickml.selection module slickml.selection._xgboost module slickml.utils module slickml.utils._annotations module slickml.utils._format module slickml.utils._transform module slickml.utils._validation module slickml.visualization module slickml.visualization._glmnet module slickml.visualization._metrics module slickml.visualization._selection module slickml.visualization._shap module slickml.visualization._xgboost module sparse_matrix (slickml.base._estimator.BaseXGBoostEstimator attribute) (slickml.base.BaseXGBoostEstimator attribute) (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) std_y_ratio_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) stratified (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) T threat_score_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) threshold (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) thresholds_dict_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) tn_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) to_dict() (slickml.base._enum.ExtendedEnum class method) (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum class method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors class method) (slickml.utils._format.Colors method) (slickml.utils.Colors class method) (slickml.utils.Colors method) tolerance (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) tp_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) tpr_list_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) U UNDERLINE (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) V value() (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors method) (slickml.utils.Colors method) values() (slickml.base._enum.ExtendedEnum class method) (slickml.base._enum.ExtendedEnum method) (slickml.base.ExtendedEnum class method) (slickml.base.ExtendedEnum method) (slickml.utils._format.Colors class method) (slickml.utils._format.Colors method) (slickml.utils.Colors class method) (slickml.utils.Colors method) verbose (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.optimization._bayesianopt.XGBoostBayesianOptimizer attribute) (slickml.optimization._hyperopt.XGBoostHyperOptimizer attribute) (slickml.optimization.XGBoostBayesianOptimizer attribute) (slickml.optimization.XGBoostHyperOptimizer attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) verbose_eval (slickml.selection._xgboost.XGBoostFeatureSelector attribute) (slickml.selection.XGBoostFeatureSelector attribute) version() (in module slickml.cli._cli) X X_test (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) X_test_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) X_train (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) X_train_ (slickml.classification._xgboost.XGBoostClassifier attribute) (slickml.classification._xgboostcv.XGBoostCVClassifier attribute) (slickml.classification.XGBoostClassifier attribute) (slickml.classification.XGBoostCVClassifier attribute) (slickml.regression._xgboost.XGBoostRegressor attribute) (slickml.regression._xgboostcv.XGBoostCVRegressor attribute) (slickml.regression.XGBoostCVRegressor attribute) (slickml.regression.XGBoostRegressor attribute) XGBoostBayesianOptimizer (class in slickml.optimization) (class in slickml.optimization._bayesianopt) XGBoostClassifier (class in slickml.classification) (class in slickml.classification._xgboost) XGBoostCVClassifier (class in slickml.classification) (class in slickml.classification._xgboostcv) XGBoostCVRegressor (class in slickml.regression) (class in slickml.regression._xgboostcv) XGBoostFeatureSelector (class in slickml.selection) (class in slickml.selection._xgboost) XGBoostHyperOptimizer (class in slickml.optimization) (class in slickml.optimization._hyperopt) XGBoostRegressor (class in slickml.regression) (class in slickml.regression._xgboost) Y y_pred (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) y_pred_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) y_pred_proba (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) y_ratio_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) y_residual_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) y_residual_normsq_ (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.RegressionMetrics attribute) y_test (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) y_train (slickml.classification._glmnet.GLMNetCVClassifier attribute) (slickml.classification.GLMNetCVClassifier attribute) (slickml.regression._glmnet.GLMNetCVRegressor attribute) (slickml.regression.GLMNetCVRegressor attribute) y_true (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics._regression.RegressionMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) (slickml.metrics.RegressionMetrics attribute) YELLOW (slickml.utils._format.Colors attribute) (slickml.utils.Colors attribute) youden_index_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute) youden_threshold_ (slickml.metrics._classification.BinaryClassificationMetrics attribute) (slickml.metrics.BinaryClassificationMetrics attribute)