Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | P | R | S | T | U | V | W | X | Y _ __init__() (titanicprediction.core.algorithms.GradientDescentResult method) (titanicprediction.core.services.ConfidenceInterval method) (titanicprediction.core.services.CrossValidationResult method) (titanicprediction.core.services.EvaluationResult method) (titanicprediction.core.services.IModelTrainingService method) (titanicprediction.core.services.IPredictionService method) (titanicprediction.core.services.ModelExplanationService method) (titanicprediction.core.services.ModelTrainingService method) (titanicprediction.core.services.PredictionResult method) (titanicprediction.core.services.PredictionService method) (titanicprediction.core.services.TrainingConfig method) (titanicprediction.core.services.TrainingResult method) (titanicprediction.data.analysis.EDAVisualizer method) (titanicprediction.data.analysis.IVisualizer method) (titanicprediction.data.analysis.PlotConfig method) (titanicprediction.data.analysis.PlotResult method) (titanicprediction.data.preprocessing.AgeImputer method) (titanicprediction.data.preprocessing.CategoricalEncoder method) (titanicprediction.data.preprocessing.ColumnDropper method) (titanicprediction.data.preprocessing.DataPreprocessor method) (titanicprediction.data.preprocessing.FeatureScaler method) (titanicprediction.data.preprocessing.IDataTransformer method) (titanicprediction.data.preprocessing.TitleExtractor method) (titanicprediction.data.repositories.CSVDataRepository method) (titanicprediction.data.repositories.FileModelRepository method) (titanicprediction.data.repositories.IDataRepository method) (titanicprediction.data.repositories.IModelRepository method) (titanicprediction.entities.core.Dataset method) (titanicprediction.entities.core.FeatureImpactAnalysis method) (titanicprediction.entities.core.Passenger method) (titanicprediction.entities.core.PredictionExplanation method) (titanicprediction.entities.core.TrainedModel method) (titanicprediction.interface.web.TitanicApp method) _abc_impl (titanicprediction.core.services.IModelTrainingService attribute) (titanicprediction.core.services.IPredictionService attribute) (titanicprediction.data.analysis.IVisualizer attribute) (titanicprediction.data.preprocessing.IDataTransformer attribute) (titanicprediction.data.repositories.IDataRepository attribute) (titanicprediction.data.repositories.IModelRepository attribute) _align_features() (titanicprediction.core.services.PredictionService method) _align_features_with_model() (titanicprediction.core.services.ModelTrainingService method) _apply_common_styling() (titanicprediction.data.analysis.CorrelationVisualizer method) (titanicprediction.data.analysis.DistributionVisualizer method) (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _calculate_confidence() (titanicprediction.core.services.PredictionService method) _calculate_feature_impacts() (titanicprediction.core.services.ModelExplanationService method) _calculate_feature_importance() (titanicprediction.core.services.ModelTrainingService method) _create_box_plot() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_correlation_heatmap() (titanicprediction.data.analysis.CorrelationVisualizer method) _create_count_plot() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_feature_distribution() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_histogram() (titanicprediction.data.analysis.DistributionVisualizer method) _create_interactive_plots() (titanicprediction.interface.web.DataAnalysisPage method) _create_kde() (titanicprediction.data.analysis.DistributionVisualizer method) _create_pie_chart() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_scatter_plot() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_survival_by_feature() (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) _create_training_curve() (titanicprediction.data.analysis.TrainingVisualizer method) _create_violin() (titanicprediction.data.analysis.DistributionVisualizer method) _determine_confidence_level() (titanicprediction.core.services.ModelExplanationService method) _encoders (titanicprediction.data.preprocessing.CategoricalEncoder attribute) _evaluate_model() (titanicprediction.interface.web.ModelTrainingPage method) _extract_decision_factors() (titanicprediction.core.services.ModelExplanationService method) _feature_names (titanicprediction.data.preprocessing.CategoricalEncoder attribute) _generate_2d_analysis() (titanicprediction.interface.web.ModelExplanationPage method) _imputer (titanicprediction.data.preprocessing.AgeImputer attribute) _is_protocol (titanicprediction.core.services.IModelTrainingService attribute) (titanicprediction.core.services.IPredictionService attribute) (titanicprediction.data.analysis.IVisualizer attribute) (titanicprediction.data.preprocessing.IDataTransformer attribute) (titanicprediction.data.repositories.IDataRepository attribute) (titanicprediction.data.repositories.IModelRepository attribute) _make_prediction() (titanicprediction.interface.web.PredictionPage method) _passenger_to_dataframe() (titanicprediction.core.services.PredictionService method) _render_advanced_analytics() (titanicprediction.interface.web.ModelExplanationPage method) _render_confusion_matrix() (titanicprediction.interface.web.ModelMetricsComponent method) _render_current_page() (titanicprediction.interface.web.TitanicApp method) _render_data_analysis() (titanicprediction.interface.web.DataAnalysisPage method) _render_data_loading() (titanicprediction.interface.web.DataAnalysisPage method) _render_detailed_metrics() (titanicprediction.interface.web.ModelMetricsComponent method) _render_feature_importance() (titanicprediction.interface.web.ModelExplanationPage method) _render_model_insights() (titanicprediction.interface.web.ModelExplanationPage method) _render_practical_part() (titanicprediction.interface.web.DocumentationPage method) _render_prediction_analysis() (titanicprediction.interface.web.ModelExplanationPage method) _render_prediction_history() (titanicprediction.interface.web.PredictionPage method) _render_prediction_result() (titanicprediction.interface.web.PredictionPage method) _render_results_conclusions() (titanicprediction.interface.web.DocumentationPage method) _render_sidebar() (titanicprediction.interface.web.TitanicApp method) _render_sources() (titanicprediction.interface.web.DocumentationPage method) _render_technical_documentation() (titanicprediction.interface.web.DocumentationPage method) _render_theoretical_part() (titanicprediction.interface.web.DocumentationPage method) _render_training_controls() (titanicprediction.interface.web.ModelTrainingPage method) _render_training_results() (titanicprediction.interface.web.ModelTrainingPage method) _save_plot() (titanicprediction.data.analysis.EDAVisualizer method) _scalers (titanicprediction.data.preprocessing.FeatureScaler attribute) _title_patterns (titanicprediction.data.preprocessing.TitleExtractor attribute) _train_model() (titanicprediction.interface.web.ModelTrainingPage method) _update_feature_names() (titanicprediction.data.preprocessing.CategoricalEncoder method) A accuracy (titanicprediction.core.services.EvaluationResult attribute) add_polynomial_features() (in module titanicprediction.core.algorithms) add_step() (titanicprediction.data.preprocessing.DataPreprocessor method) age (titanicprediction.entities.core.Passenger attribute) AgeImputer (class in titanicprediction.data.preprocessing) AppState (class in titanicprediction.interface.web) axes (titanicprediction.data.analysis.PlotResult attribute) B BackendType (class in titanicprediction.data.analysis) BAR (titanicprediction.data.analysis.PlotType attribute) batch_predict() (titanicprediction.core.services.IPredictionService method) (titanicprediction.core.services.PredictionService method) beta1 (titanicprediction.core.services.TrainingConfig attribute) beta2 (titanicprediction.core.services.TrainingConfig attribute) bias (titanicprediction.core.algorithms.GradientDescentResult attribute), [1] (titanicprediction.entities.core.TrainedModel attribute) binary_cross_entropy() (in module titanicprediction.core.algorithms) BOX (titanicprediction.data.analysis.PlotType attribute) C cabin (titanicprediction.entities.core.Passenger attribute) CategoricalEncoder (class in titanicprediction.data.preprocessing) classification_report (titanicprediction.core.services.EvaluationResult attribute) colors (titanicprediction.data.analysis.PlotConfig attribute) ColumnDropper (class in titanicprediction.data.preprocessing) columns (titanicprediction.data.preprocessing.CategoricalEncoder attribute) (titanicprediction.data.preprocessing.ColumnDropper attribute) (titanicprediction.data.preprocessing.FeatureScaler attribute) compute_gradients() (in module titanicprediction.core.algorithms) confidence (titanicprediction.core.services.PredictionResult attribute) confidence_level (titanicprediction.core.services.ConfidenceInterval attribute) (titanicprediction.entities.core.PredictionExplanation attribute) ConfidenceInterval (class in titanicprediction.core.services) config (titanicprediction.core.services.TrainingResult attribute) (titanicprediction.data.analysis.PlotResult attribute) confusion_matrix (titanicprediction.core.services.EvaluationResult attribute) contribution (titanicprediction.entities.core.FeatureImpactAnalysis attribute) convergence_info (titanicprediction.core.algorithms.GradientDescentResult attribute), [1] convergence_tol (titanicprediction.core.services.TrainingConfig attribute) CorrelationVisualizer (class in titanicprediction.data.analysis) COUNT (titanicprediction.data.analysis.PlotType attribute) create_correlation_analysis() (titanicprediction.data.analysis.EDAVisualizer method) create_demographic_plots() (titanicprediction.data.analysis.EDAVisualizer method) create_explanation_service() (titanicprediction.core.services.ServiceFactory static method) create_feature_importance_plot() (titanicprediction.data.analysis.EDAVisualizer method) create_plot() (titanicprediction.data.analysis.CorrelationVisualizer method) (titanicprediction.data.analysis.DistributionVisualizer method) (titanicprediction.data.analysis.FeatureAnalysisVisualizer method) (titanicprediction.data.analysis.IVisualizer method) (titanicprediction.data.analysis.TrainingVisualizer method) create_prediction_service() (titanicprediction.core.services.ServiceFactory static method) create_survival_analysis_plots() (titanicprediction.data.analysis.EDAVisualizer method) create_titanic_preprocessor() (titanicprediction.data.preprocessing.PreprocessorFactory static method) create_training_plots() (titanicprediction.data.analysis.EDAVisualizer method) create_training_service() (titanicprediction.core.services.ServiceFactory static method) cross_validate() (titanicprediction.core.services.IModelTrainingService method) (titanicprediction.core.services.ModelTrainingService method) CrossValidationResult (class in titanicprediction.core.services) CSVDataRepository (class in titanicprediction.data.repositories) current_page (titanicprediction.interface.web.AppState attribute) current_predictions (titanicprediction.interface.web.AppState attribute) custom_mappings (titanicprediction.data.preprocessing.TitleExtractor attribute) D DataAnalysisPage (class in titanicprediction.interface.web) DataPreprocessor (class in titanicprediction.data.preprocessing) Dataset (class in titanicprediction.entities.core) dataset (titanicprediction.interface.web.AppState attribute) DataTableComponent (class in titanicprediction.interface.web) decision_factors (titanicprediction.entities.core.PredictionExplanation attribute) delete_model() (titanicprediction.data.repositories.FileModelRepository method) describe() (titanicprediction.entities.core.Dataset method) DistributionVisualizer (class in titanicprediction.data.analysis) DocumentationPage (class in titanicprediction.interface.web) dpi (titanicprediction.data.analysis.PlotConfig attribute) E early_stopping_patience (titanicprediction.core.services.TrainingConfig attribute) EDAVisualizer (class in titanicprediction.data.analysis) embarked (titanicprediction.entities.core.Passenger attribute) encoding_type (titanicprediction.data.preprocessing.CategoricalEncoder attribute) epochs (titanicprediction.core.services.TrainingConfig attribute) evaluate_model() (titanicprediction.core.services.IModelTrainingService method) (titanicprediction.core.services.ModelTrainingService method) EvaluationResult (class in titanicprediction.core.services) explain_prediction() (titanicprediction.core.services.ModelExplanationService method) F f1_score (titanicprediction.core.services.EvaluationResult attribute) fare (titanicprediction.entities.core.Passenger attribute) feature_impacts (titanicprediction.entities.core.PredictionExplanation attribute) feature_importance (titanicprediction.core.services.TrainingResult attribute) feature_name (titanicprediction.entities.core.FeatureImpactAnalysis attribute) feature_names (titanicprediction.entities.core.Dataset attribute) (titanicprediction.entities.core.TrainedModel attribute) feature_value (titanicprediction.entities.core.FeatureImpactAnalysis attribute) FeatureAnalysisVisualizer (class in titanicprediction.data.analysis) FeatureImpactAnalysis (class in titanicprediction.entities.core) features (titanicprediction.entities.core.Dataset attribute) FeatureScaler (class in titanicprediction.data.preprocessing) female (titanicprediction.entities.core.Gender attribute) figsize (titanicprediction.data.analysis.PlotConfig attribute) figure (titanicprediction.data.analysis.PlotResult attribute) FileModelRepository (class in titanicprediction.data.repositories) fill_value (titanicprediction.data.preprocessing.AgeImputer attribute) final_loss (titanicprediction.core.services.TrainingResult attribute) fit() (titanicprediction.data.preprocessing.AgeImputer method) (titanicprediction.data.preprocessing.CategoricalEncoder method) (titanicprediction.data.preprocessing.ColumnDropper method) (titanicprediction.data.preprocessing.DataPreprocessor method) (titanicprediction.data.preprocessing.FeatureScaler method) (titanicprediction.data.preprocessing.IDataTransformer method) (titanicprediction.data.preprocessing.TitleExtractor method) fit_transform() (titanicprediction.data.preprocessing.AgeImputer method) (titanicprediction.data.preprocessing.CategoricalEncoder method) (titanicprediction.data.preprocessing.ColumnDropper method) (titanicprediction.data.preprocessing.DataPreprocessor method) (titanicprediction.data.preprocessing.FeatureScaler method) (titanicprediction.data.preprocessing.IDataTransformer method) (titanicprediction.data.preprocessing.TitleExtractor method) fitted (titanicprediction.data.preprocessing.DataPreprocessor attribute) fold_results (titanicprediction.core.services.CrossValidationResult attribute) font_size (titanicprediction.data.analysis.PlotConfig attribute) G Gender (class in titanicprediction.entities.core) get_feature_importance() (titanicprediction.entities.core.TrainedModel method) get_feature_types() (titanicprediction.entities.core.Dataset method) get_metadata() (titanicprediction.data.repositories.CSVDataRepository method) (titanicprediction.data.repositories.IDataRepository method) get_missing_fields() (titanicprediction.entities.core.Passenger method) get_model_info() (titanicprediction.data.repositories.FileModelRepository method) get_model_statistics() (titanicprediction.core.services.ModelExplanationService method) get_params() (titanicprediction.data.preprocessing.AgeImputer method) (titanicprediction.data.preprocessing.CategoricalEncoder method) (titanicprediction.data.preprocessing.ColumnDropper method) (titanicprediction.data.preprocessing.DataPreprocessor method) (titanicprediction.data.preprocessing.FeatureScaler method) (titanicprediction.data.preprocessing.IDataTransformer method) (titanicprediction.data.preprocessing.TitleExtractor method) get_prediction_confidence() (titanicprediction.core.services.IPredictionService method) (titanicprediction.core.services.PredictionService method) get_shape() (titanicprediction.entities.core.Dataset method) get_supported_formats() (titanicprediction.data.analysis.EDAVisualizer method) (titanicprediction.data.analysis.IVisualizer method) gradient_descent() (in module titanicprediction.core.algorithms) GradientDescentResult (class in titanicprediction.core.algorithms) grid (titanicprediction.data.analysis.PlotConfig attribute) H handle_unknown (titanicprediction.data.preprocessing.CategoricalEncoder attribute) HEATMAP (titanicprediction.data.analysis.PlotType attribute) HISTOGRAM (titanicprediction.data.analysis.PlotType attribute) HomePage (class in titanicprediction.interface.web) I IDataRepository (class in titanicprediction.data.repositories) IDataTransformer (class in titanicprediction.data.preprocessing) IModelRepository (class in titanicprediction.data.repositories) IModelTrainingService (class in titanicprediction.core.services) impact_score (titanicprediction.entities.core.FeatureImpactAnalysis attribute) IPredictionService (class in titanicprediction.core.services) is_valid() (titanicprediction.entities.core.Passenger method) IVisualizer (class in titanicprediction.data.analysis) K KDE (titanicprediction.data.analysis.PlotType attribute) L lambda_reg (titanicprediction.core.services.TrainingConfig attribute) learning_curve (titanicprediction.core.services.TrainingResult attribute) learning_rate (titanicprediction.core.services.TrainingConfig attribute) legend (titanicprediction.data.analysis.PlotConfig attribute) LINE (titanicprediction.data.analysis.PlotType attribute) list_models() (titanicprediction.data.repositories.FileModelRepository method) (titanicprediction.data.repositories.IModelRepository method) load_data() (titanicprediction.data.repositories.CSVDataRepository method) (titanicprediction.data.repositories.IDataRepository method) load_model() (titanicprediction.data.repositories.FileModelRepository method) (titanicprediction.data.repositories.IModelRepository method) loss_history (titanicprediction.core.algorithms.GradientDescentResult attribute), [1] lower_bound (titanicprediction.core.services.ConfidenceInterval attribute) M male (titanicprediction.entities.core.Gender attribute) MATPLOTLIB (titanicprediction.data.analysis.BackendType attribute) mean_accuracy (titanicprediction.core.services.CrossValidationResult attribute) mean_f1 (titanicprediction.core.services.CrossValidationResult attribute) mean_precision (titanicprediction.core.services.CrossValidationResult attribute) mean_recall (titanicprediction.core.services.CrossValidationResult attribute) metadata (titanicprediction.data.analysis.PlotResult attribute) (titanicprediction.entities.core.Dataset attribute) method (titanicprediction.data.preprocessing.FeatureScaler attribute) metrics (titanicprediction.core.services.TrainingResult attribute) model (titanicprediction.core.services.TrainingResult attribute) model_config (titanicprediction.entities.core.TrainedModel attribute) ModelExplanationPage (class in titanicprediction.interface.web) ModelExplanationService (class in titanicprediction.core.services) ModelMetricsComponent (class in titanicprediction.interface.web) ModelTrainingPage (class in titanicprediction.interface.web) ModelTrainingService (class in titanicprediction.core.services) module titanicprediction titanicprediction.core titanicprediction.core.algorithms titanicprediction.core.services titanicprediction.data titanicprediction.data.analysis titanicprediction.data.preprocessing titanicprediction.data.repositories titanicprediction.entities titanicprediction.entities.core titanicprediction.interface titanicprediction.interface.web titanicprediction.utils N name (titanicprediction.entities.core.Passenger attribute) name_column (titanicprediction.data.preprocessing.TitleExtractor attribute) P parch (titanicprediction.entities.core.Passenger attribute) Passenger (class in titanicprediction.entities.core) passenger (titanicprediction.core.services.PredictionResult attribute) passenger_id (titanicprediction.entities.core.Passenger attribute) pclass (titanicprediction.entities.core.Passenger attribute) PIE (titanicprediction.data.analysis.PlotType attribute) plot_type (titanicprediction.data.analysis.PlotConfig attribute) PlotComponent (class in titanicprediction.interface.web) PlotConfig (class in titanicprediction.data.analysis) PLOTLY (titanicprediction.data.analysis.BackendType attribute) PlotResult (class in titanicprediction.data.analysis) PlotType (class in titanicprediction.data.analysis) polynomial_degree (titanicprediction.core.services.TrainingConfig attribute) precision (titanicprediction.core.services.EvaluationResult attribute) predict() (in module titanicprediction.core.algorithms) (titanicprediction.entities.core.TrainedModel method) predict_proba() (in module titanicprediction.core.algorithms) (titanicprediction.entities.core.TrainedModel method) predict_survival() (titanicprediction.core.services.IPredictionService method) (titanicprediction.core.services.PredictionService method) prediction (titanicprediction.core.services.PredictionResult attribute) (titanicprediction.entities.core.PredictionExplanation attribute) prediction_service (titanicprediction.core.services.ModelExplanationService attribute) PredictionExplanation (class in titanicprediction.entities.core) PredictionFormComponent (class in titanicprediction.interface.web) PredictionPage (class in titanicprediction.interface.web) PredictionResult (class in titanicprediction.core.services) PredictionService (class in titanicprediction.core.services) preprocessing_artifacts (titanicprediction.entities.core.TrainedModel attribute) preprocessing_pipeline (titanicprediction.interface.web.AppState attribute) preprocessing_steps (titanicprediction.data.preprocessing.DataPreprocessor attribute) PreprocessorFactory (class in titanicprediction.data.preprocessing) probability (titanicprediction.core.services.PredictionResult attribute) (titanicprediction.entities.core.PredictionExplanation attribute) profiled() (in module titanicprediction.utils) R random_state (titanicprediction.core.services.TrainingConfig attribute) recall (titanicprediction.core.services.EvaluationResult attribute) render() (titanicprediction.interface.web.DataAnalysisPage method) (titanicprediction.interface.web.DataTableComponent method) (titanicprediction.interface.web.DocumentationPage method) (titanicprediction.interface.web.HomePage method) (titanicprediction.interface.web.ModelExplanationPage method) (titanicprediction.interface.web.ModelMetricsComponent method) (titanicprediction.interface.web.ModelTrainingPage method) (titanicprediction.interface.web.PlotComponent method) (titanicprediction.interface.web.PredictionFormComponent method) (titanicprediction.interface.web.PredictionPage method) run() (titanicprediction.interface.web.TitanicApp method) S save_data() (titanicprediction.data.repositories.CSVDataRepository method) (titanicprediction.data.repositories.IDataRepository method) save_format (titanicprediction.data.analysis.PlotConfig attribute) save_model() (titanicprediction.data.repositories.FileModelRepository method) (titanicprediction.data.repositories.IModelRepository method) save_plot() (titanicprediction.data.analysis.IVisualizer method) SCATTER (titanicprediction.data.analysis.PlotType attribute) SEABORN (titanicprediction.data.analysis.BackendType attribute) ServiceFactory (class in titanicprediction.core.services) sex (titanicprediction.entities.core.Passenger attribute) sibsp (titanicprediction.entities.core.Passenger attribute) sigmoid() (in module titanicprediction.core.algorithms) split() (titanicprediction.entities.core.Dataset method) standard_gradient_descent() (in module titanicprediction.core.algorithms) std_accuracy (titanicprediction.core.services.CrossValidationResult attribute) std_f1 (titanicprediction.core.services.CrossValidationResult attribute) std_precision (titanicprediction.core.services.CrossValidationResult attribute) std_recall (titanicprediction.core.services.CrossValidationResult attribute) strategy (titanicprediction.data.preprocessing.AgeImputer attribute) style (titanicprediction.data.analysis.PlotConfig attribute) survived (titanicprediction.entities.core.Passenger attribute) T target (titanicprediction.entities.core.Dataset attribute) target_name (titanicprediction.entities.core.Dataset attribute) test_size (titanicprediction.core.services.TrainingConfig attribute) ticket (titanicprediction.entities.core.Passenger attribute) timestamp (titanicprediction.core.services.PredictionResult attribute) TitanicApp (class in titanicprediction.interface.web) titanicprediction module titanicprediction.core module titanicprediction.core.algorithms module titanicprediction.core.services module titanicprediction.data module titanicprediction.data.analysis module titanicprediction.data.preprocessing module titanicprediction.data.repositories module titanicprediction.entities module titanicprediction.entities.core module titanicprediction.interface module titanicprediction.interface.web module titanicprediction.utils module title (titanicprediction.data.analysis.PlotConfig attribute) (titanicprediction.entities.core.Passenger attribute) title_column (titanicprediction.data.preprocessing.TitleExtractor attribute) TitleExtractor (class in titanicprediction.data.preprocessing) traceback_memory() (in module titanicprediction.utils) train_model() (titanicprediction.core.services.IModelTrainingService method) (titanicprediction.core.services.ModelTrainingService method) trained_model (titanicprediction.interface.web.AppState attribute) TrainedModel (class in titanicprediction.entities.core) training_history (titanicprediction.entities.core.TrainedModel attribute) (titanicprediction.interface.web.AppState attribute) training_metrics (titanicprediction.entities.core.TrainedModel attribute) training_result (titanicprediction.interface.web.AppState attribute) training_time (titanicprediction.core.services.TrainingResult attribute) TrainingConfig (class in titanicprediction.core.services) TrainingResult (class in titanicprediction.core.services) TrainingVisualizer (class in titanicprediction.data.analysis) transform() (titanicprediction.data.preprocessing.AgeImputer method) (titanicprediction.data.preprocessing.CategoricalEncoder method) (titanicprediction.data.preprocessing.ColumnDropper method) (titanicprediction.data.preprocessing.DataPreprocessor method) (titanicprediction.data.preprocessing.FeatureScaler method) (titanicprediction.data.preprocessing.IDataTransformer method) (titanicprediction.data.preprocessing.TitleExtractor method) transform_features() (titanicprediction.data.preprocessing.DataPreprocessor method) U upper_bound (titanicprediction.core.services.ConfidenceInterval attribute) use_adam (titanicprediction.core.services.TrainingConfig attribute) V validate() (titanicprediction.entities.core.Passenger method) validation_metrics (titanicprediction.entities.core.TrainedModel attribute) VIOLIN (titanicprediction.data.analysis.PlotType attribute) W weight (titanicprediction.entities.core.FeatureImpactAnalysis attribute) weights (titanicprediction.core.algorithms.GradientDescentResult attribute), [1] (titanicprediction.entities.core.TrainedModel attribute) with_mean (titanicprediction.data.preprocessing.FeatureScaler attribute) with_std (titanicprediction.data.preprocessing.FeatureScaler attribute) X x_label (titanicprediction.data.analysis.PlotConfig attribute) Y y_label (titanicprediction.data.analysis.PlotConfig attribute)