titanicprediction package¶
Subpackages¶
- titanicprediction.core package
- Submodules
- titanicprediction.core.algorithms module
- titanicprediction.core.services module
ConfidenceIntervalCrossValidationResultCrossValidationResult.__init__()CrossValidationResult.fold_resultsCrossValidationResult.mean_accuracyCrossValidationResult.mean_f1CrossValidationResult.mean_precisionCrossValidationResult.mean_recallCrossValidationResult.std_accuracyCrossValidationResult.std_f1CrossValidationResult.std_precisionCrossValidationResult.std_recall
EvaluationResultIModelTrainingServiceIPredictionServiceModelExplanationServiceModelExplanationService.__init__()ModelExplanationService._calculate_feature_impacts()ModelExplanationService._determine_confidence_level()ModelExplanationService._extract_decision_factors()ModelExplanationService.explain_prediction()ModelExplanationService.get_model_statistics()ModelExplanationService.prediction_service
ModelTrainingServicePredictionResultPredictionServiceServiceFactoryTrainingConfigTrainingConfig.__init__()TrainingConfig.beta1TrainingConfig.beta2TrainingConfig.convergence_tolTrainingConfig.early_stopping_patienceTrainingConfig.epochsTrainingConfig.lambda_regTrainingConfig.learning_rateTrainingConfig.polynomial_degreeTrainingConfig.random_stateTrainingConfig.test_sizeTrainingConfig.use_adam
TrainingResult
- Module contents
- titanicprediction.data package
- Submodules
- titanicprediction.data.analysis module
BackendTypeCorrelationVisualizerDistributionVisualizerEDAVisualizerEDAVisualizer.__init__()EDAVisualizer._save_plot()EDAVisualizer.create_correlation_analysis()EDAVisualizer.create_demographic_plots()EDAVisualizer.create_feature_importance_plot()EDAVisualizer.create_survival_analysis_plots()EDAVisualizer.create_training_plots()EDAVisualizer.get_supported_formats()
FeatureAnalysisVisualizerFeatureAnalysisVisualizer._apply_common_styling()FeatureAnalysisVisualizer._create_box_plot()FeatureAnalysisVisualizer._create_count_plot()FeatureAnalysisVisualizer._create_feature_distribution()FeatureAnalysisVisualizer._create_pie_chart()FeatureAnalysisVisualizer._create_scatter_plot()FeatureAnalysisVisualizer._create_survival_by_feature()FeatureAnalysisVisualizer.create_plot()
IVisualizerPlotConfigPlotResultPlotTypeTrainingVisualizer
- titanicprediction.data.preprocessing module
AgeImputerCategoricalEncoderCategoricalEncoder.__init__()CategoricalEncoder._encodersCategoricalEncoder._feature_namesCategoricalEncoder._update_feature_names()CategoricalEncoder.columnsCategoricalEncoder.encoding_typeCategoricalEncoder.fit()CategoricalEncoder.fit_transform()CategoricalEncoder.get_params()CategoricalEncoder.handle_unknownCategoricalEncoder.transform()
ColumnDropperDataPreprocessorFeatureScalerIDataTransformerPreprocessorFactoryTitleExtractor
- titanicprediction.data.repositories module
- Module contents
- titanicprediction.entities package
- Submodules
- titanicprediction.entities.core module
DatasetFeatureImpactAnalysisGenderPassengerPassenger.__init__()Passenger.agePassenger.cabinPassenger.embarkedPassenger.farePassenger.get_missing_fields()Passenger.is_valid()Passenger.namePassenger.parchPassenger.passenger_idPassenger.pclassPassenger.sexPassenger.sibspPassenger.survivedPassenger.ticketPassenger.titlePassenger.validate()
PredictionExplanationTrainedModelTrainedModel.__init__()TrainedModel.biasTrainedModel.feature_namesTrainedModel.get_feature_importance()TrainedModel.model_configTrainedModel.predict()TrainedModel.predict_proba()TrainedModel.preprocessing_artifactsTrainedModel.training_historyTrainedModel.training_metricsTrainedModel.validation_metricsTrainedModel.weights
- Module contents
- titanicprediction.interface package