Index

A

add_model() (library.phases.phases_implementation.modelling.modelling.Modelling method) add_new_metric() (in module library.utils.miscellaneous.write_new_col) all_pipelines_execute() (library.pipeline.pipeline_manager.PipelineManager method)

analyze_duplicates() (library.phases.phases_implementation.data_preprocessing.uncomplete_data.UncompleteData method) asses_split_classifier() (library.phases.phases_implementation.dataset.split.strategies.noTimeSeries.NoTimeSeries method) AutomaticFeatureSelection (class in library.phases.phases_implementation.feature_analysis.feature_selection.automatic) AutomaticFeatureSelectionFactory (class in library.phases.phases_implementation.feature_analysis.feature_selection.automatic)

B

barplot_bivariate() (library.phases.phases_implementation.EDA.EDA.EDA method) BaseStrategy (class in library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main)

BorutaAutomaticFeatureSelection (class in library.phases.phases_implementation.feature_analysis.feature_selection.automatic) bound_checking() (library.phases.phases_implementation.data_preprocessing.outliers_bounds.OutliersBounds method)

C

check_header_consistency() (library.phases.phases_implementation.modelling.results_analysis.results_df.ResultsDF method) class_imbalance() (library.phases.phases_implementation.data_preprocessing.class_imbalance.ClassImbalance method) Classifier (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier) ClassImbalance (class in library.phases.phases_implementation.data_preprocessing.class_imbalance)

compare_distributions_grid() (library.phases.phases_implementation.data_preprocessing.outliers_bounds.OutliersBounds method) constant_features_reduction() (library.phases.phases_implementation.feature_analysis.feature_selection.manual.LowVariancesFeatureReduction method) count_boxplot_descriptive() (library.phases.phases_implementation.EDA.EDA.EDA method) create_pipeline_divergence() (library.pipeline.pipeline_manager.PipelineManager method) create_split_strategy() (in module library.phases.phases_implementation.dataset.dataset)

D

DataPreprocessingRunner (class in library.phases.runners.dataPreprocessing_runner) Dataset (class in library.phases.phases_implementation.dataset.dataset) DatasetRunner (class in library.phases.runners.dataset_runner) delete_columns() (library.phases.phases_implementation.data_preprocessing.data_preprocessing.Preprocessing method) Deserialization (class in library.pipeline.serialization_and_deserialization.deserializer)

DeserializationJoblib (class in library.pipeline.serialization_and_deserialization.deserializer) DeserializationPickle (class in library.pipeline.serialization_and_deserialization.deserializer) deserialize_models() (library.pipeline.pipeline_manager.PipelineManager method) (library.pipeline.serialization_and_deserialization.deserializer.Deserialization method) deserialize_pipelines() (library.pipeline.pipeline_manager.PipelineManager method) (library.pipeline.serialization_and_deserialization.deserializer.Deserialization method)

E

EDA (class in library.phases.phases_implementation.EDA.EDA) eliminate_unused_plots() (in module library.utils.miscellaneous.eliminate_unsued_plots) eliminate_variables() (library.phases.phases_implementation.dataset.dataset.Dataset method) evaluate() (library.phases.phases_implementation.modelling.shallow.model_definition.model_base.Model method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier.Classifier method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_types.regressor.Regressor method)

evaluate_and_store_models() (library.phases.phases_implementation.modelling.modelling.Modelling method) evaluate_store_final_models() (library.pipeline.pipeline_manager.PipelineManager method) extract_metrics() (library.phases.phases_implementation.modelling.results_analysis.result_analysis.InTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PostTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PreTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.ResultAnalysis method)

F

feature_importance() (library.phases.phases_implementation.modelling.results_analysis.result_analysis.InTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PostTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PreTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.ResultAnalysis method) FeatureAnalysis (class in library.phases.phases_implementation.feature_analysis.feature_analysis) FeatureAnalysisRunner (class in library.phases.runners.featureAnalysis_runner) FeatureEngineering (class in library.phases.phases_implementation.feature_analysis.feature_engineering.feature_engineering) FeatureScaling (class in library.phases.phases_implementation.data_preprocessing.feature_scaling) FeatureSelection (class in library.phases.phases_implementation.feature_analysis.feature_selection.feature_selection) FeatureTransformation (class in library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory) FeedForwardNeuralNetwork (class in library.utils.ownModels.neuralNets.feedForward) fit() (library.phases.phases_implementation.feature_analysis.feature_selection.automatic.AutomaticFeatureSelection method) (library.phases.phases_implementation.feature_analysis.feature_selection.automatic.AutomaticFeatureSelectionFactory method) (library.phases.phases_implementation.feature_analysis.feature_selection.automatic.BorutaAutomaticFeatureSelection method) (library.phases.phases_implementation.feature_analysis.feature_selection.automatic.L1AutomaticFeatureSelection method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.LowVariancesFeatureReduction method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.ManualFeatureSelection method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.ManualFeatureSelectionFactory method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.MutualInformationFeatureReduction method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.PCAFeatureReduction method) (library.phases.phases_implementation.feature_analysis.feature_selection.manual.VIFElimination method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_base.Model method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.InTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.ModelState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PostTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PreTuningState method) (library.phases.phases_implementation.modelling.shallow.model_optimization.model_optimization.Optimizer method) (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method)

fit_final_models() (library.pipeline.pipeline_manager.PipelineManager method) fit_models() (library.phases.phases_implementation.modelling.modelling.Modelling method)

G

get_categorical_features_encoded() (library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory.FeatureTransformation method) get_channel_id_by_name() (library.phases.phases_implementation.dev_ops.slackBot.bot.SlackBot method) get_cylical_features_encoded() (library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory.FeatureTransformation method) get_early_stopping() (in module library.utils.ownModels.neuralNets.utils.earlyStopping) get_fit_data() (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.InTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.ModelState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PostTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PreTuningState method)

get_missing_values() (library.phases.phases_implementation.data_preprocessing.uncomplete_data.UncompleteData method) get_outliers() (library.phases.phases_implementation.data_preprocessing.outliers_bounds.OutliersBounds method) get_params() (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method) get_predict_data() (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.InTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.ModelState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PostTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PreTuningState method) get_tuned_model() (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method)

I

InTuningResultAnalysis (class in library.phases.phases_implementation.modelling.results_analysis.result_analysis) InTuningRunner (class in library.phases.runners.modelling.utils.states.modelling_runner_states_in)

InTuningState (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state) inverse_transform_target() (library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main.BaseStrategy method) (library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main.LogStrategy method)

L

L1AutomaticFeatureSelection (class in library.phases.phases_implementation.feature_analysis.feature_selection.automatic) library module library.phases module library.phases.feature_analysis module library.phases.model_selection module library.phases.phases_implementation module library.phases.phases_implementation.data_preprocessing module library.phases.phases_implementation.data_preprocessing.bounds_config module library.phases.phases_implementation.data_preprocessing.class_imbalance module library.phases.phases_implementation.data_preprocessing.data_preprocessing module library.phases.phases_implementation.data_preprocessing.feature_scaling module library.phases.phases_implementation.data_preprocessing.outliers_bounds module library.phases.phases_implementation.data_preprocessing.uncomplete_data module library.phases.phases_implementation.dataset module library.phases.phases_implementation.dataset.dataset module library.phases.phases_implementation.dataset.split module library.phases.phases_implementation.dataset.split.strategies module library.phases.phases_implementation.dataset.split.strategies.base module library.phases.phases_implementation.dataset.split.strategies.noTimeSeries module library.phases.phases_implementation.dataset.split.strategies.timeSeries module library.phases.phases_implementation.dev_ops module library.phases.phases_implementation.dev_ops.slackBot module library.phases.phases_implementation.dev_ops.slackBot.bot module library.phases.phases_implementation.EDA module library.phases.phases_implementation.EDA.EDA module library.phases.phases_implementation.feature_analysis module library.phases.phases_implementation.feature_analysis.feature_analysis module library.phases.phases_implementation.feature_analysis.feature_engineering module library.phases.phases_implementation.feature_analysis.feature_engineering.feature_engineering module library.phases.phases_implementation.feature_analysis.feature_selection module library.phases.phases_implementation.feature_analysis.feature_selection.automatic module library.phases.phases_implementation.feature_analysis.feature_selection.feature_selection module library.phases.phases_implementation.feature_analysis.feature_selection.manual module library.phases.phases_implementation.feature_analysis.feature_transformation module library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory module library.phases.phases_implementation.feature_analysis.feature_transformation.strategies module library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main module library.phases.phases_implementation.modelling module library.phases.phases_implementation.modelling.modelling module library.phases.phases_implementation.modelling.results_analysis module library.phases.phases_implementation.modelling.results_analysis.result_analysis module library.phases.phases_implementation.modelling.results_analysis.results_df module library.phases.phases_implementation.modelling.shallow module library.phases.phases_implementation.modelling.shallow.model_definition module library.phases.phases_implementation.modelling.shallow.model_definition.model_base module library.phases.phases_implementation.modelling.shallow.model_definition.model_states module library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state module library.phases.phases_implementation.modelling.shallow.model_definition.model_types module

library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier module library.phases.phases_implementation.modelling.shallow.model_definition.model_types.regressor module library.phases.phases_implementation.modelling.shallow.model_optimization module library.phases.phases_implementation.modelling.shallow.model_optimization.model_optimization module library.phases.runners module library.phases.runners.dataPreprocessing_runner module library.phases.runners.dataset_runner module library.phases.runners.featureAnalysis_runner module library.phases.runners.modelling module library.phases.runners.modelling.modelling_runner module library.phases.runners.modelling.utils module library.phases.runners.modelling.utils.states module library.phases.runners.modelling.utils.states.modelling_runner_states_base module library.phases.runners.modelling.utils.states.modelling_runner_states_in module library.phases.runners.modelling.utils.states.modelling_runner_states_post module library.phases.runners.modelling.utils.states.modelling_runner_states_pre module library.pipeline module library.pipeline.analysis module library.pipeline.analysis.neuralNets module library.pipeline.analysis.neuralNets.neuralNetsPlots module library.pipeline.analysis.pipelines_analysis module library.pipeline.pipeline module library.pipeline.pipeline_manager module library.pipeline.pipeline_runner module, [1] library.pipeline.serialization_and_deserialization module library.pipeline.serialization_and_deserialization.deserializer module library.pipeline.serialization_and_deserialization.serializer module library.utils module library.utils.decorators module library.utils.decorators.timer module library.utils.miscellaneous module library.utils.miscellaneous.eliminate_unsued_plots module library.utils.miscellaneous.save_or_store_plot module library.utils.miscellaneous.write_new_col module library.utils.ownModels module library.utils.ownModels.majorityClassModel module library.utils.ownModels.neuralNets module library.utils.ownModels.neuralNets.feedForward module library.utils.ownModels.neuralNets.utils module library.utils.ownModels.neuralNets.utils.earlyStopping module library.utils.phase_runner_definition module library.utils.phase_runner_definition.phase_runner module library.utils.pythonObjects module library.utils.pythonObjects.lockDict module lime_feature_importance() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) lineplot_bivariate() (library.phases.phases_implementation.EDA.EDA.EDA method) LockedKeysDict (class in library.utils.pythonObjects.lockDict) LogStrategy (class in library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main) LowVariancesFeatureReduction (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual)

M

MajorityClassClassifier (class in library.utils.ownModels.majorityClassModel) ManualFeatureSelection (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual) ManualFeatureSelectionFactory (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual) Model (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_base) Modelling (class in library.phases.phases_implementation.modelling.modelling) ModellingRunner (class in library.phases.runners.modelling.modelling_runner) ModellingRunnerStates (class in library.phases.runners.modelling.utils.states.modelling_runner_states_base) models_to_exclude (library.phases.phases_implementation.modelling.modelling.Modelling property) ModelState (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state) module library library.phases library.phases.feature_analysis library.phases.model_selection library.phases.phases_implementation library.phases.phases_implementation.data_preprocessing library.phases.phases_implementation.data_preprocessing.bounds_config library.phases.phases_implementation.data_preprocessing.class_imbalance library.phases.phases_implementation.data_preprocessing.data_preprocessing library.phases.phases_implementation.data_preprocessing.feature_scaling library.phases.phases_implementation.data_preprocessing.outliers_bounds library.phases.phases_implementation.data_preprocessing.uncomplete_data library.phases.phases_implementation.dataset library.phases.phases_implementation.dataset.dataset library.phases.phases_implementation.dataset.split library.phases.phases_implementation.dataset.split.strategies library.phases.phases_implementation.dataset.split.strategies.base library.phases.phases_implementation.dataset.split.strategies.noTimeSeries library.phases.phases_implementation.dataset.split.strategies.timeSeries library.phases.phases_implementation.dev_ops library.phases.phases_implementation.dev_ops.slackBot library.phases.phases_implementation.dev_ops.slackBot.bot library.phases.phases_implementation.EDA library.phases.phases_implementation.EDA.EDA library.phases.phases_implementation.feature_analysis library.phases.phases_implementation.feature_analysis.feature_analysis library.phases.phases_implementation.feature_analysis.feature_engineering library.phases.phases_implementation.feature_analysis.feature_engineering.feature_engineering library.phases.phases_implementation.feature_analysis.feature_selection library.phases.phases_implementation.feature_analysis.feature_selection.automatic library.phases.phases_implementation.feature_analysis.feature_selection.feature_selection library.phases.phases_implementation.feature_analysis.feature_selection.manual library.phases.phases_implementation.feature_analysis.feature_transformation library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory library.phases.phases_implementation.feature_analysis.feature_transformation.strategies library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main library.phases.phases_implementation.modelling library.phases.phases_implementation.modelling.modelling library.phases.phases_implementation.modelling.results_analysis library.phases.phases_implementation.modelling.results_analysis.result_analysis library.phases.phases_implementation.modelling.results_analysis.results_df library.phases.phases_implementation.modelling.shallow library.phases.phases_implementation.modelling.shallow.model_definition library.phases.phases_implementation.modelling.shallow.model_definition.model_base library.phases.phases_implementation.modelling.shallow.model_definition.model_states library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state library.phases.phases_implementation.modelling.shallow.model_definition.model_types library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier library.phases.phases_implementation.modelling.shallow.model_definition.model_types.regressor library.phases.phases_implementation.modelling.shallow.model_optimization library.phases.phases_implementation.modelling.shallow.model_optimization.model_optimization library.phases.runners library.phases.runners.dataPreprocessing_runner library.phases.runners.dataset_runner library.phases.runners.featureAnalysis_runner library.phases.runners.modelling library.phases.runners.modelling.modelling_runner library.phases.runners.modelling.utils library.phases.runners.modelling.utils.states library.phases.runners.modelling.utils.states.modelling_runner_states_base library.phases.runners.modelling.utils.states.modelling_runner_states_in library.phases.runners.modelling.utils.states.modelling_runner_states_post library.phases.runners.modelling.utils.states.modelling_runner_states_pre library.pipeline library.pipeline.analysis library.pipeline.analysis.neuralNets library.pipeline.analysis.neuralNets.neuralNetsPlots library.pipeline.analysis.pipelines_analysis library.pipeline.pipeline library.pipeline.pipeline_manager library.pipeline.pipeline_runner, [1] library.pipeline.serialization_and_deserialization library.pipeline.serialization_and_deserialization.deserializer library.pipeline.serialization_and_deserialization.serializer library.utils library.utils.decorators library.utils.decorators.timer library.utils.miscellaneous library.utils.miscellaneous.eliminate_unsued_plots library.utils.miscellaneous.save_or_store_plot library.utils.miscellaneous.write_new_col library.utils.ownModels library.utils.ownModels.majorityClassModel library.utils.ownModels.neuralNets library.utils.ownModels.neuralNets.feedForward library.utils.ownModels.neuralNets.utils library.utils.ownModels.neuralNets.utils.earlyStopping library.utils.phase_runner_definition library.utils.phase_runner_definition.phase_runner library.utils.pythonObjects library.utils.pythonObjects.lockDict

MutualInformationFeatureReduction (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual)

N

NeuralNetsPlots (class in library.pipeline.analysis.neuralNets.neuralNetsPlots)

NoTimeSeries (class in library.phases.phases_implementation.dataset.split.strategies.noTimeSeries)

O

Optimizer (class in library.phases.phases_implementation.modelling.shallow.model_optimization.model_optimization)

OutliersBounds (class in library.phases.phases_implementation.data_preprocessing.outliers_bounds)

P

PCAFeatureReduction (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual) PhaseRunner (class in library.utils.phase_runner_definition.phase_runner) Pipeline (class in library.pipeline.pipeline) pipeline_state (library.pipeline.pipeline_manager.PipelineManager property) PipelineManager (class in library.pipeline.pipeline_manager) PipelineRunner (class in library.pipeline.pipeline_runner), [1] PipelinesAnalysis (class in library.pipeline.analysis.pipelines_analysis) plot_categorical_distributions() (library.phases.phases_implementation.EDA.EDA.EDA method) plot_confusion_matrix() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_convergence() (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.InTuningState method) (library.phases.phases_implementation.modelling.shallow.model_optimization.model_optimization.Optimizer method) plot_correlation_matrix() (library.phases.phases_implementation.EDA.EDA.EDA method) plot_cross_model_comparison() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_feature_importance() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_intra_model_comparison() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_multiclass_reliability_diagram() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_multiple_model_metrics() (library.phases.phases_implementation.modelling.results_analysis.result_analysis.ResultAnalysis method) plot_per_epoch_progress() (library.pipeline.analysis.neuralNets.neuralNetsPlots.NeuralNetsPlots method) (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_per_set_distribution() (library.phases.phases_implementation.dataset.split.strategies.base.Split method) plot_residuals() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_results() (library.phases.phases_implementation.modelling.results_analysis.result_analysis.InTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PostTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.PreTuningResultAnalysis method) (library.phases.phases_implementation.modelling.results_analysis.result_analysis.ResultAnalysis method)

plot_results_df() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_results_over_time() (library.phases.phases_implementation.modelling.results_analysis.results_df.ResultsDF method) plot_results_summary() (library.pipeline.analysis.pipelines_analysis.PipelinesAnalysis method) plot_time_splits() (library.phases.phases_implementation.dataset.split.strategies.timeSeries.TimeSeries method) polynomial_interaction_effects() (library.phases.phases_implementation.feature_analysis.feature_engineering.feature_engineering.FeatureEngineering method) PostTuningResultAnalysis (class in library.phases.phases_implementation.modelling.results_analysis.result_analysis) PostTuningRunner (class in library.phases.runners.modelling.utils.states.modelling_runner_states_post) PostTuningState (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state) predict() (library.phases.phases_implementation.modelling.shallow.model_definition.model_base.Model method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.InTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.ModelState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PostTuningState method) (library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state.PreTuningState method) (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method) predict_default() (library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier.Classifier method) predict_proba() (library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier.Classifier method) (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method) Preprocessing (class in library.phases.phases_implementation.data_preprocessing.data_preprocessing) PreTuningResultAnalysis (class in library.phases.phases_implementation.modelling.results_analysis.result_analysis) PreTuningRunner (class in library.phases.runners.modelling.utils.states.modelling_runner_states_pre) PreTuningState (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_states.model_state)

R

Regressor (class in library.phases.phases_implementation.modelling.shallow.model_definition.model_types.regressor) remove_duplicates() (library.phases.phases_implementation.data_preprocessing.uncomplete_data.UncompleteData method) ResultAnalysis (class in library.phases.phases_implementation.modelling.results_analysis.result_analysis) ResultsDF (class in library.phases.phases_implementation.modelling.results_analysis.results_df) run() (library.phases.runners.dataPreprocessing_runner.DataPreprocessingRunner method) (library.phases.runners.dataset_runner.DatasetRunner method) (library.phases.runners.featureAnalysis_runner.FeatureAnalysisRunner method) (library.phases.runners.modelling.modelling_runner.ModellingRunner method) (library.phases.runners.modelling.utils.states.modelling_runner_states_base.ModellingRunnerStates method) (library.phases.runners.modelling.utils.states.modelling_runner_states_in.InTuningRunner method) (library.phases.runners.modelling.utils.states.modelling_runner_states_post.PostTuningRunner method) (library.phases.runners.modelling.utils.states.modelling_runner_states_pre.PreTuningRunner method) (library.pipeline.pipeline_runner.PipelineRunner method), [1] (library.utils.phase_runner_definition.phase_runner.PhaseRunner method)

S

save_or_store_plot() (in module library.utils.miscellaneous.save_or_store_plot) scale_features() (library.phases.phases_implementation.data_preprocessing.feature_scaling.FeatureScaling method) scatterplot_bivariate() (library.phases.phases_implementation.EDA.EDA.EDA method) score() (library.phases.phases_implementation.modelling.shallow.model_definition.model_types.classifier.Classifier method) select_best_performing_model() (library.pipeline.pipeline_manager.PipelineManager method) send_file() (library.phases.phases_implementation.dev_ops.slackBot.bot.SlackBot method) send_message() (library.phases.phases_implementation.dev_ops.slackBot.bot.SlackBot method) Serialization (class in library.pipeline.serialization_and_deserialization.serializer) SerializationJoblib (class in library.pipeline.serialization_and_deserialization.serializer) SerializationPickle (class in library.pipeline.serialization_and_deserialization.serializer) serialize_models() (library.pipeline.pipeline_manager.PipelineManager method) (library.pipeline.serialization_and_deserialization.serializer.Serialization method) serialize_params() (library.phases.phases_implementation.modelling.results_analysis.results_df.ResultsDF method) serialize_pipelines() (library.pipeline.pipeline_manager.PipelineManager method) (library.pipeline.serialization_and_deserialization.serializer.Serialization method)

set_fit_request() (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) set_predict_proba_request() (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) set_predict_request() (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) set_score_request() (library.utils.ownModels.majorityClassModel.MajorityClassClassifier method) (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method) SlackBot (class in library.phases.phases_implementation.dev_ops.slackBot.bot) speak() (library.phases.phases_implementation.feature_analysis.feature_selection.automatic.AutomaticFeatureSelection method) (library.pipeline.pipeline.Pipeline method) Split (class in library.phases.phases_implementation.dataset.split.strategies.base) split_data() (library.phases.phases_implementation.dataset.split.strategies.base.Split method) (library.phases.phases_implementation.dataset.split.strategies.noTimeSeries.NoTimeSeries method) (library.phases.phases_implementation.dataset.split.strategies.timeSeries.TimeSeries method) store_results() (library.phases.phases_implementation.modelling.results_analysis.results_df.ResultsDF method)

T

timer() (in module library.utils.decorators.timer) TimeSeries (class in library.phases.phases_implementation.dataset.split.strategies.timeSeries) transform_target() (library.phases.phases_implementation.feature_analysis.feature_transformation.feature_transformation_factory.FeatureTransformation method) (library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main.BaseStrategy method) (library.phases.phases_implementation.feature_analysis.feature_transformation.strategies.main.LogStrategy method)

tuner_search() (library.utils.ownModels.neuralNets.feedForward.FeedForwardNeuralNetwork method)

U

UncompleteData (class in library.phases.phases_implementation.data_preprocessing.uncomplete_data)

V

VIFElimination (class in library.phases.phases_implementation.feature_analysis.feature_selection.manual)