Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W A alpha (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) append_progress_file() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) B base_score (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) booster (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) C colsample_bylevel (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) colsample_bytree (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) correct() (mloptimizer.hyperparams.Hyperparam method) (mloptimizer.hyperparams.hyperparam.Hyperparam method) create_optimization_folder() (in module mloptimizer.aux.utils) custom_ea_simple() (mloptimizer.genetic.garunner.GeneticAlgorithmRunner method) (mloptimizer.genetic.GeneticAlgorithmRunner method) CustomXGBClassifier (class in mloptimizer.aux.alg_wrapper) D DeapOptimizer (class in mloptimizer.genetic) (class in mloptimizer.genetic.deapoptimizer) default_hyperparameter_spaces_json (mloptimizer.hyperparams.HyperparameterSpace attribute) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace attribute) E estimator_class (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) eta (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) eval_dict (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) eval_metric (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) evaluate() (mloptimizer.evaluation.Evaluator method) (mloptimizer.evaluation.evaluator.Evaluator method) evaluate_individual() (mloptimizer.evaluation.Evaluator method) (mloptimizer.evaluation.evaluator.Evaluator method) Evaluator (class in mloptimizer.evaluation) (class in mloptimizer.evaluation.evaluator) evaluator (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) evolvable_hyperparams (mloptimizer.hyperparams.HyperparameterSpace attribute) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace attribute) F features (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) feval (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) fit() (mloptimizer.aux.alg_wrapper.CustomXGBClassifier method) fixed_hyperparams (mloptimizer.hyperparams.HyperparameterSpace attribute) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace attribute) from_json() (mloptimizer.hyperparams.HyperparameterSpace class method) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace class method) G gamma (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) generate_model() (in module mloptimizer.aux.alg_wrapper) GeneticAlgorithmRunner (class in mloptimizer.genetic) (class in mloptimizer.genetic.garunner) get_clf() (mloptimizer.core.base.Optimizer method) (mloptimizer.core.keras.KerasClassifierOptimizer method) (mloptimizer.core.KerasClassifierOptimizer method) (mloptimizer.core.Optimizer method) (mloptimizer.genetic.individual.IndividualUtils method) (mloptimizer.genetic.IndividualUtils method) get_default_hyperparameter_space() (mloptimizer.hyperparams.HyperparameterSpace static method) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace static method) get_default_hyperparams() (mloptimizer.core.keras.KerasClassifierOptimizer static method) (mloptimizer.core.KerasClassifierOptimizer static method) get_subclasses() (mloptimizer.core.base.Optimizer static method) (mloptimizer.core.Optimizer static method) H Hyperparam (class in mloptimizer.hyperparams) (class in mloptimizer.hyperparams.hyperparam) hyperparam_space (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) hyperparam_type (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) HyperparameterSpace (class in mloptimizer.hyperparams) (class in mloptimizer.hyperparams.hyperspace) I individual2dict() (mloptimizer.genetic.DeapOptimizer method) (mloptimizer.genetic.deapoptimizer.DeapOptimizer method) (mloptimizer.genetic.individual.IndividualUtils method) (mloptimizer.genetic.IndividualUtils method) IndividualUtils (class in mloptimizer.genetic) (class in mloptimizer.genetic.individual) init_individual() (mloptimizer.genetic.DeapOptimizer method) (mloptimizer.genetic.deapoptimizer.DeapOptimizer method) init_logger() (in module mloptimizer.aux.utils) K KerasClassifierOptimizer (class in mloptimizer.core) (class in mloptimizer.core.keras) kfold_score() (in module mloptimizer.evaluation) (in module mloptimizer.evaluation.model_evaluation) kfold_stratified_score() (in module mloptimizer.evaluation) (in module mloptimizer.evaluation.model_evaluation) L labels (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) load_checkpoint() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) log_clfs() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) log_evaluation() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) logbook (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) logbook_to_pandas() (in module mloptimizer.aux.plots) M max_delta_step (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) max_depth (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) max_value (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) min_child_weight (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) min_value (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) mloptimizer module mloptimizer.aux module mloptimizer.aux.alg_wrapper module mloptimizer.aux.plots module mloptimizer.aux.tracker module mloptimizer.aux.utils module mloptimizer.core module mloptimizer.core.base module mloptimizer.core.keras module mloptimizer.evaluation module mloptimizer.evaluation.evaluator module mloptimizer.evaluation.model_evaluation module mloptimizer.genetic module mloptimizer.genetic.deapoptimizer module mloptimizer.genetic.garunner module mloptimizer.genetic.individual module mloptimizer.hyperparams module mloptimizer.hyperparams.hyperparam module mloptimizer.hyperparams.hyperspace module module mloptimizer mloptimizer.aux mloptimizer.aux.alg_wrapper mloptimizer.aux.plots mloptimizer.aux.tracker mloptimizer.aux.utils mloptimizer.core mloptimizer.core.base mloptimizer.core.keras mloptimizer.evaluation mloptimizer.evaluation.evaluator mloptimizer.evaluation.model_evaluation mloptimizer.genetic mloptimizer.genetic.deapoptimizer mloptimizer.genetic.garunner mloptimizer.genetic.individual mloptimizer.hyperparams mloptimizer.hyperparams.hyperparam mloptimizer.hyperparams.hyperspace N name (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) num_boost_round (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) O obj (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) optimize_clf() (mloptimizer.core.base.Optimizer method) (mloptimizer.core.Optimizer method) Optimizer (class in mloptimizer.core) (class in mloptimizer.core.base) P plot_logbook() (in module mloptimizer.aux.plots) plot_search_space() (in module mloptimizer.aux.plots) plotly_logbook() (in module mloptimizer.aux.plots) plotly_search_space() (in module mloptimizer.aux.plots) population_2_df() (mloptimizer.genetic.garunner.GeneticAlgorithmRunner method) (mloptimizer.genetic.GeneticAlgorithmRunner method) populations (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) predict() (mloptimizer.aux.alg_wrapper.CustomXGBClassifier method) predict_proba() (mloptimizer.aux.alg_wrapper.CustomXGBClassifier method) predict_z() (mloptimizer.aux.alg_wrapper.CustomXGBClassifier method) R reg_lambda (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) run() (mloptimizer.genetic.garunner.GeneticAlgorithmRunner method) (mloptimizer.genetic.GeneticAlgorithmRunner method) S scale (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) scale_pos_weight (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) score_metrics() (in module mloptimizer.evaluation.model_evaluation) seed (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) set_mlopt_seed() (mloptimizer.core.base.Optimizer method) (mloptimizer.core.Optimizer method) setup() (mloptimizer.genetic.DeapOptimizer method) (mloptimizer.genetic.deapoptimizer.DeapOptimizer method) simple_run() (mloptimizer.genetic.garunner.GeneticAlgorithmRunner method) (mloptimizer.genetic.GeneticAlgorithmRunner method) start_checkpoint() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) start_optimization() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) start_progress_file() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) subsample (mloptimizer.aux.alg_wrapper.CustomXGBClassifier attribute) T temporal_kfold_score() (in module mloptimizer.evaluation) (in module mloptimizer.evaluation.model_evaluation) to_json() (mloptimizer.hyperparams.HyperparameterSpace method) (mloptimizer.hyperparams.hyperspace.HyperparameterSpace method) Tracker (class in mloptimizer.aux) (class in mloptimizer.aux.tracker) train_score() (in module mloptimizer.evaluation) (in module mloptimizer.evaluation.model_evaluation) train_test_score() (in module mloptimizer.evaluation) (in module mloptimizer.evaluation.model_evaluation) U use_mlflow (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) use_parallel (mloptimizer.core.base.Optimizer attribute) (mloptimizer.core.Optimizer attribute) V values_str (mloptimizer.hyperparams.Hyperparam attribute) (mloptimizer.hyperparams.hyperparam.Hyperparam attribute) W write_logbook_file() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method) write_population_file() (mloptimizer.aux.Tracker method) (mloptimizer.aux.tracker.Tracker method)