Index

A

Accuracy (helix.options.enums.Metrics attribute) ActivationFunctions (class in helix.options.enums) Adam (helix.options.enums.OptimiserTypes attribute) alpha (helix.options.ml.MLREMOptions attribute)

angle_rotate_xaxis_labels (helix.options.plotting.PlottingOptions attribute) angle_rotate_yaxis_labels (helix.options.plotting.PlottingOptions attribute) Auto (helix.options.enums.ProblemTypes attribute) AxisFontSize (helix.options.enums.PlotOptionKeys attribute) AxisTickSize (helix.options.enums.PlotOptionKeys attribute)

B

batch_size (helix.options.ml.BrnnOptions attribute) beta (helix.options.ml.MLREMOptions attribute) BinaryClassification (helix.options.enums.ProblemTypes attribute) BRNN (helix.options.enums.ModelNames attribute)

BrnnOptions (class in helix.options.ml) build_config() (in module helix.pages.2_Data_Preprocessing) build_configuration() (in module helix.pages.4_Train_Models) (in module helix.pages.5_Feature_Importance)

C

calculate_ensemble_fuzzy() (in module helix.services.feature_importance.ensemble_methods) calculate_ensemble_majorityvote() (in module helix.services.feature_importance.ensemble_methods) calculate_ensemble_mean() (in module helix.services.feature_importance.ensemble_methods) calculate_global_shap_values() (in module helix.services.feature_importance.global_methods) calculate_lime_values() (in module helix.services.feature_importance.local_methods) calculate_local_shap_values() (in module helix.services.feature_importance.local_methods) calculate_permutation_importance() (in module helix.services.feature_importance.global_methods) Classification (helix.options.enums.ProblemTypes attribute) classification_cutoff (helix.options.ml.BrnnOptions attribute) cluster_names (helix.options.fuzzy.FuzzyOptions attribute)

ClusterNames (helix.options.enums.FuzzyStateKeys attribute) ColourMap (helix.options.enums.PlotOptionKeys attribute) ColourScheme (helix.options.enums.PlotOptionKeys attribute) convert_nominal_to_numeric() (in module helix.services.preprocessing) correlation_heatmap_form() (in module helix.components.forms.forms_plots) correlation_threshold (helix.options.preprocessing.PreprocessingOptions attribute) CorrelationHeatmap (helix.options.enums.DataAnalysisStateKeys attribute) CorrelationThreshold (helix.options.enums.DataPreprocessingStateKeys attribute) create_experiment() (in module helix.services.experiments) create_normality_test_table() (in module helix.services.statistical_tests)

D

data_analysis_plots_dir() (in module helix.options.file_paths) data_is_preprocessed (helix.options.preprocessing.PreprocessingOptions attribute) data_options_path() (in module helix.options.file_paths) data_path (helix.options.data.DataOptions attribute) data_preprocessing_options_path() (in module helix.options.file_paths) data_selector() (in module helix.components.experiments) data_split (helix.options.data.DataOptions attribute) data_split_options_box() (in module helix.components.configuration) DataAnalysisStateKeys (class in helix.options.enums) DataBuilder (class in helix.services.data) DataOptions (class in helix.options.data) DataPreprocessingStateKeys (class in helix.options.enums) DataSplit (helix.options.enums.ExecutionStateKeys attribute) DataSplitMethods (class in helix.options.enums) DataSplitOptions (class in helix.options.data) delete_previous_fi_results() (in module helix.services.experiments)

dependent_variable (helix.options.execution.ExecutionOptions attribute) dependent_variable_transformation (helix.options.preprocessing.PreprocessingOptions attribute) DependentNormalisation (helix.options.enums.DataPreprocessingStateKeys attribute) DependentVariableName (helix.options.enums.ExecutionStateKeys attribute) DescriptorCorrelation (helix.options.enums.DataAnalysisStateKeys attribute) DescriptorPairPlot (helix.options.enums.DataAnalysisStateKeys attribute) display_experiment_logs() (in module helix.pages.6_View_Experiments) display_experiment_plots() (in module helix.pages.6_View_Experiments) display_feature_importance_plots() (in module helix.pages.5_Feature_Importance) display_fuzzy_plots() (in module helix.pages.5_Feature_Importance) display_metrics_table() (in module helix.components.plots) display_normality_test_results() (in module helix.components.statistical_tests) display_options() (in module helix.components.configuration) display_predictions() (in module helix.components.plots) DPI (helix.options.enums.PlotOptionKeys attribute) dpi (helix.options.plotting.PlottingOptions attribute)

E

edit_plot_modal() (in module helix.components.plot_editor) EnsembleMethods (helix.options.enums.FeatureImportanceStateKeys attribute) epochs (helix.options.ml.BrnnOptions attribute) execution_options_path() (in module helix.options.file_paths) ExecutionOptions (class in helix.options.execution) ExecutionStateKeys (class in helix.options.enums)

experiment_name (helix.options.execution.ExecutionOptions attribute) experiment_selector() (in module helix.components.experiments) ExperimentName (helix.options.enums.ExecutionStateKeys attribute) (helix.options.enums.ViewExperimentKeys attribute) ExplainAllModels (helix.options.enums.FeatureImportanceStateKeys attribute) ExplainModels (helix.options.enums.FeatureImportanceStateKeys attribute)

F

F1Score (helix.options.enums.Metrics attribute) feature_importance_ensemble (helix.options.fi.FeatureImportanceOptions attribute) feature_selection_methods (helix.options.preprocessing.PreprocessingOptions attribute) FeatureImportanceOptions (class in helix.options.fi) FeatureImportanceStateKeys (class in helix.options.enums) FeatureImportanceTypes (class in helix.options.enums) fi_log_dir (helix.options.fi.FeatureImportanceOptions attribute) fi_options_dir() (in module helix.options.file_paths) fi_options_form() (in module helix.components.forms.forms_fi) fi_options_path() (in module helix.options.file_paths) fi_plot_dir() (in module helix.options.file_paths) fi_result_dir() (in module helix.options.file_paths) FILogBox (helix.options.enums.FeatureImportanceStateKeys attribute)

find_mean_model_index() (in module helix.services.metrics) find_non_numeric_columns() (in module helix.services.preprocessing) find_previous_fi_results() (in module helix.services.experiments) FontFamily (helix.options.enums.PlotOptionKeys attribute) fuzzy_feature_selection (helix.options.fuzzy.FuzzyOptions attribute) fuzzy_log_dir (helix.options.fuzzy.FuzzyOptions attribute) fuzzy_options_path() (in module helix.options.file_paths) fuzzy_plot_dir() (in module helix.options.file_paths) fuzzy_result_dir() (in module helix.options.file_paths) FuzzyFeatureSelection (helix.options.enums.FuzzyStateKeys attribute) FuzzyLogBox (helix.options.enums.FuzzyStateKeys attribute) FuzzyOptions (class in helix.options.fuzzy) FuzzyStateKeys (class in helix.options.enums)

G

get_experiments() (in module helix.services.experiments) get_last_column_name() (in module helix.pages.1_New_Experiment) get_logs() (in module helix.services.logs) get_metrics() (in module helix.services.metrics) get_model() (in module helix.services.ml_models) get_model_type() (in module helix.services.ml_models)

get_safe_index() (in module helix.components.plot_editor) global_importance_methods (helix.options.fi.FeatureImportanceOptions attribute) GlobalFeatureImportanceMethods (helix.options.enums.FeatureImportanceStateKeys attribute) granular_features (helix.options.fuzzy.FuzzyOptions attribute) GranularFeatures (helix.options.enums.FuzzyStateKeys attribute) group_plots_by_model_and_type() (in module helix.components.plots)

H

header_logo() (in module helix.components.images.logos) Height (helix.options.enums.PlotOptionKeys attribute) height (helix.options.plotting.PlottingOptions attribute) helix module helix.components module helix.components.configuration module helix.components.experiments module helix.components.forms module helix.components.forms.forms_fi module helix.components.forms.forms_ml_opts module helix.components.forms.forms_plots module helix.components.forms.forms_preprocessing module helix.components.images module helix.components.images.logos module helix.components.logs module helix.components.plot_editor module helix.components.plots module helix.components.preprocessing module helix.components.statistical_tests module helix.Home module helix.launch module helix.options module helix.options.choices module helix.options.choices.metrics module helix.options.choices.ml_models module helix.options.choices.ui module helix.options.data module helix.options.enums module helix.options.execution module helix.options.fi module helix.options.file_paths module helix.options.fuzzy module

helix.options.ml module helix.options.plotting module helix.options.preprocessing module helix.options.search_grids module helix.pages module helix.pages.1_New_Experiment module helix.pages.2_Data_Preprocessing module helix.pages.3_Data_Visualisation module helix.pages.4_Train_Models module helix.pages.5_Feature_Importance module helix.pages.6_View_Experiments module helix.services module helix.services.configuration module helix.services.data module helix.services.experiments module helix.services.feature_importance module helix.services.feature_importance.ensemble_methods module helix.services.feature_importance.global_methods module helix.services.feature_importance.local_methods module helix.services.feature_importance.results module helix.services.logs module helix.services.machine_learning module helix.services.machine_learning.results module helix.services.metrics module helix.services.ml_models module helix.services.plotting module helix.services.preprocessing module helix.services.statistical_tests module helix.services.weights_init module helix_experiments_base_dir() (in module helix.options.file_paths) hidden_dim (helix.options.ml.BrnnOptions attribute) Holdout (helix.options.enums.DataSplitMethods attribute)

I

Identity (helix.options.enums.ActivationFunctions attribute) independent_variable_normalisation (helix.options.preprocessing.PreprocessingOptions attribute)

IndependentNormalisation (helix.options.enums.DataPreprocessingStateKeys attribute) ingest() (helix.services.data.DataBuilder method) ingest_data() (in module helix.services.data)

K

k_folds (helix.options.data.DataSplitOptions attribute) kaiming_init() (in module helix.services.weights_init)

KFold (helix.options.enums.DataSplitMethods attribute) kolmogorov_smirnov_test() (in module helix.services.statistical_tests)

L

lambda_reg (helix.options.ml.BrnnOptions attribute) lasso_regularisation_term (helix.options.preprocessing.PreprocessingOptions attribute) LassoFeatureSelection (helix.options.enums.DataPreprocessingStateKeys attribute) LIME (helix.options.enums.FeatureImportanceTypes attribute) Linear (helix.options.enums.SvmKernels attribute) LinearModel (helix.options.enums.ModelNames attribute) load_data_options() (in module helix.services.configuration) load_data_preprocessing_options() (in module helix.services.configuration) load_dataset() (in module helix.pages.3_Data_Visualisation) load_execution_options() (in module helix.services.configuration) load_fi_options() (in module helix.services.configuration)

load_fuzzy_options() (in module helix.services.configuration) load_ml_options() (in module helix.services.configuration) load_models() (in module helix.services.ml_models) load_models_to_explain() (in module helix.services.ml_models) load_plot_options() (in module helix.services.configuration) local_importance_methods (helix.options.fi.FeatureImportanceOptions attribute) LocalImportanceFeatures (helix.options.enums.FeatureImportanceStateKeys attribute) Log (helix.options.enums.TransformationsY attribute) log_box() (in module helix.components.logs) log_dir() (in module helix.options.file_paths) Logistic (helix.options.enums.ActivationFunctions attribute) lr (helix.options.ml.BrnnOptions attribute)

M

MachineLearningOptions (class in helix.options.ml) MachineLearningStateKeys (class in helix.options.enums) MAE (helix.options.enums.Metrics attribute) main() (in module helix.launch) MajorityVote (helix.options.enums.FeatureImportanceTypes attribute) max_iterations (helix.options.ml.MLREMOptions attribute) Mean (helix.options.enums.FeatureImportanceTypes attribute) method (helix.options.data.DataSplitOptions attribute) Metrics (class in helix.options.enums) MinMax (helix.options.enums.Normalisations attribute) MinMaxNormalisation (helix.options.enums.TransformationsY attribute) ml_log_dir (helix.options.ml.MachineLearningOptions attribute) ml_metrics_full_path() (in module helix.options.file_paths) ml_metrics_mean_std_path() (in module helix.options.file_paths) ml_model_dir() (in module helix.options.file_paths) ml_options_form() (in module helix.components.forms.forms_ml_opts) ml_options_path() (in module helix.options.file_paths) ml_plot_dir (helix.options.ml.MachineLearningOptions attribute) ml_plot_dir() (in module helix.options.file_paths) ml_predictions_path() (in module helix.options.file_paths) MLLogBox (helix.options.enums.MachineLearningStateKeys attribute) MLREM (helix.options.enums.ModelNames attribute) MLREMOptions (class in helix.options.ml) model_selector() (in module helix.components.experiments) model_types (helix.options.ml.MachineLearningOptions attribute) ModelNames (class in helix.options.enums) models_exist() (in module helix.services.ml_models) ModelTypes (helix.options.enums.MachineLearningStateKeys attribute) module helix helix.components helix.components.configuration helix.components.experiments helix.components.forms helix.components.forms.forms_fi helix.components.forms.forms_ml_opts helix.components.forms.forms_plots helix.components.forms.forms_preprocessing helix.components.images helix.components.images.logos helix.components.logs helix.components.plot_editor helix.components.plots helix.components.preprocessing helix.components.statistical_tests helix.Home helix.launch helix.options helix.options.choices helix.options.choices.metrics helix.options.choices.ml_models helix.options.choices.ui helix.options.data helix.options.enums helix.options.execution helix.options.fi helix.options.file_paths helix.options.fuzzy helix.options.ml helix.options.plotting helix.options.preprocessing helix.options.search_grids helix.pages helix.pages.1_New_Experiment helix.pages.2_Data_Preprocessing helix.pages.3_Data_Visualisation helix.pages.4_Train_Models helix.pages.5_Feature_Importance helix.pages.6_View_Experiments helix.services helix.services.configuration helix.services.data helix.services.experiments helix.services.feature_importance helix.services.feature_importance.ensemble_methods helix.services.feature_importance.global_methods helix.services.feature_importance.local_methods helix.services.feature_importance.results helix.services.logs helix.services.machine_learning helix.services.machine_learning.results helix.services.metrics helix.services.ml_models helix.services.plotting helix.services.preprocessing helix.services.statistical_tests helix.services.weights_init

MultiClassification (helix.options.enums.ProblemTypes attribute)

N

n_bootstraps (helix.options.data.DataSplitOptions attribute) NBins (helix.options.enums.DataAnalysisStateKeys attribute) NoNormalisation (helix.options.enums.Normalisations attribute) normal_init() (in module helix.services.weights_init) normalisation (helix.options.data.DataOptions attribute) Normalisation (helix.options.enums.ExecutionStateKeys attribute) Normalisations (class in helix.options.enums) normalise_independent_variables() (in module helix.services.preprocessing) normality_test_view() (in module helix.components.statistical_tests) NoSplit (helix.options.enums.DataSplitMethods attribute)

NoTransformation (helix.options.enums.TransformationsY attribute) num_features_to_plot (helix.options.fi.FeatureImportanceOptions attribute) number_clusters (helix.options.fuzzy.FuzzyOptions attribute) number_fuzzy_features (helix.options.fuzzy.FuzzyOptions attribute) number_rules (helix.options.fuzzy.FuzzyOptions attribute) NumberOfBootstraps (helix.options.enums.ExecutionStateKeys attribute) NumberOfClusters (helix.options.enums.FuzzyStateKeys attribute) NumberOfFuzzyFeatures (helix.options.enums.FuzzyStateKeys attribute) NumberOfImportantFeatures (helix.options.enums.FeatureImportanceStateKeys attribute) NumberOfRepetitions (helix.options.enums.FeatureImportanceStateKeys attribute) NumberOfTopRules (helix.options.enums.FuzzyStateKeys attribute)

O

OptimiserTypes (class in helix.options.enums)

original_view() (in module helix.components.preprocessing) output_dim (helix.options.ml.BrnnOptions attribute)

P

PairPlot (helix.options.enums.DataAnalysisStateKeys attribute) pairplot_form() (in module helix.components.forms.forms_plots) permutation_importance_repeat (helix.options.fi.FeatureImportanceOptions attribute) permutation_importance_scoring (helix.options.fi.FeatureImportanceOptions attribute) PermutationImportance (helix.options.enums.FeatureImportanceTypes attribute) Perplexity (helix.options.enums.DataAnalysisStateKeys attribute) pipeline() (in module helix.pages.4_Train_Models) (in module helix.pages.5_Feature_Importance) plot_auc_roc() (in module helix.services.plotting) plot_axis_font_size (helix.options.plotting.PlottingOptions attribute) plot_axis_tick_size (helix.options.plotting.PlottingOptions attribute) plot_bar_chart() (in module helix.services.plotting) plot_beta_coefficients() (in module helix.services.plotting) plot_box() (in module helix.components.plots) plot_box_v2() (in module helix.components.plots) plot_colour_map (helix.options.plotting.PlottingOptions attribute) plot_colour_scheme (helix.options.plotting.PlottingOptions attribute) plot_confusion_matrix() (in module helix.services.plotting) plot_font_family (helix.options.plotting.PlottingOptions attribute) plot_global_shap_importance() (in module helix.services.plotting) plot_lime_importance() (in module helix.services.plotting)

plot_local_shap_importance() (in module helix.services.plotting) plot_options_box() (in module helix.components.configuration) plot_options_path() (in module helix.options.file_paths) plot_permutation_importance() (in module helix.services.plotting) plot_scatter() (in module helix.services.plotting) plot_title_font_size (helix.options.plotting.PlottingOptions attribute) PlotOptionKeys (class in helix.options.enums) PlottingOptions (class in helix.options.plotting) Poly (helix.options.enums.SvmKernels attribute) Precision (helix.options.enums.Metrics attribute) Precomputed (helix.options.enums.SvmKernels attribute) Predictions (helix.options.enums.MachineLearningStateKeys attribute) preprocessed_data_path() (in module helix.options.file_paths) preprocessed_view() (in module helix.components.preprocessing) preprocessing_opts_form() (in module helix.components.forms.forms_preprocessing) PreprocessingOptions (class in helix.options.preprocessing) prior_mu (helix.options.ml.BrnnOptions attribute) prior_sigma (helix.options.ml.BrnnOptions attribute) problem_type (helix.options.execution.ExecutionOptions attribute) ProblemType (helix.options.enums.ExecutionStateKeys attribute) ProblemTypes (class in helix.options.enums) ProceedTransformation (helix.options.enums.DataPreprocessingStateKeys attribute)

R

R2 (helix.options.enums.Metrics attribute) random_state (helix.options.execution.ExecutionOptions attribute) RandomForest (helix.options.enums.ModelNames attribute) RandomSeed (helix.options.enums.ExecutionStateKeys attribute) RBF (helix.options.enums.SvmKernels attribute) read_data() (in module helix.services.data) Recall (helix.options.enums.Metrics attribute) Regression (helix.options.enums.ProblemTypes attribute) RegularisationTerm (helix.options.enums.DataPreprocessingStateKeys attribute) ReLU (helix.options.enums.ActivationFunctions attribute)

RerunFI (helix.options.enums.FuzzyStateKeys attribute) RerunML (helix.options.enums.MachineLearningStateKeys attribute) RMSE (helix.options.enums.Metrics attribute) RMSprop (helix.options.enums.OptimiserTypes attribute) ROC_AUC (helix.options.enums.Metrics attribute) RotateXAxisLabels (helix.options.enums.PlotOptionKeys attribute) RotateYAxisLabels (helix.options.enums.PlotOptionKeys attribute) run_feature_selection() (in module helix.services.preprocessing) run_preprocessing() (in module helix.services.preprocessing) run_preprocessing_pipeline() (in module helix.pages.2_Data_Preprocessing)

S

save_actual_pred_plots (helix.options.ml.MachineLearningOptions attribute) save_actual_pred_plots() (in module helix.services.machine_learning.results) save_data() (in module helix.services.data) save_feature_importance_options (helix.options.fi.FeatureImportanceOptions attribute) save_feature_importance_plots (helix.options.fi.FeatureImportanceOptions attribute) save_feature_importance_results (helix.options.fi.FeatureImportanceOptions attribute) save_fuzzy_set_plots (helix.options.fuzzy.FuzzyOptions attribute) save_fuzzy_sets_plots() (in module helix.services.feature_importance.results) save_importance_results() (in module helix.services.feature_importance.results) save_model() (in module helix.services.ml_models) save_model_predictions() (in module helix.services.ml_models) save_models (helix.options.ml.MachineLearningOptions attribute) save_models_metrics() (in module helix.services.ml_models) save_options() (in module helix.services.configuration) save_plots (helix.options.plotting.PlottingOptions attribute) save_target_clusters_plots() (in module helix.services.feature_importance.results) SaveFeatureImportanceOptions (helix.options.enums.FeatureImportanceStateKeys attribute) SaveFeatureImportanceResults (helix.options.enums.FeatureImportanceStateKeys attribute) SaveHeatmap (helix.options.enums.DataAnalysisStateKeys attribute)

SaveModels (helix.options.enums.MachineLearningStateKeys attribute) SavePairPlot (helix.options.enums.DataAnalysisStateKeys attribute) SavePlots (helix.options.enums.PlotOptionKeys attribute) SaveTargetVarDistribution (helix.options.enums.DataAnalysisStateKeys attribute) SaveTSNEPlot (helix.options.enums.DataAnalysisStateKeys attribute) ScoringFunction (helix.options.enums.FeatureImportanceStateKeys attribute) SelectAllDescriptorsCorrelation (helix.options.enums.DataAnalysisStateKeys attribute) SelectAllDescriptorsPairPlot (helix.options.enums.DataAnalysisStateKeys attribute) SelectNormTsne (helix.options.enums.DataAnalysisStateKeys attribute) SGD (helix.options.enums.OptimiserTypes attribute) SHAP (helix.options.enums.FeatureImportanceTypes attribute) shapiro_wilk_test() (in module helix.services.statistical_tests) ShowKDE (helix.options.enums.DataAnalysisStateKeys attribute) sidebar_logo() (in module helix.components.images.logos) Sigmoid (helix.options.enums.SvmKernels attribute) Sqrt (helix.options.enums.TransformationsY attribute) Standardisation (helix.options.enums.Normalisations attribute) StandardisationNormalisation (helix.options.enums.TransformationsY attribute) SVM (helix.options.enums.ModelNames attribute) SvmKernels (class in helix.options.enums)

T

TabularData (class in helix.services.data) Tanh (helix.options.enums.ActivationFunctions attribute) target_variable_dist_form() (in module helix.components.forms.forms_plots) TargetVarDistribution (helix.options.enums.DataAnalysisStateKeys attribute) test_size (helix.options.data.DataSplitOptions attribute) ThresholdCorrelation (helix.options.enums.DataPreprocessingStateKeys attribute)

ThresholdVariance (helix.options.enums.DataPreprocessingStateKeys attribute) TitleFontSize (helix.options.enums.PlotOptionKeys attribute) tolerance (helix.options.ml.MLREMOptions attribute) transform_dependent_variable() (in module helix.services.preprocessing) TransformationsY (class in helix.options.enums) tSNE_plot_form() (in module helix.components.forms.forms_plots) TSNEPlot (helix.options.enums.DataAnalysisStateKeys attribute)

U

uploaded_file_path() (in module helix.options.file_paths) UploadedFileName (helix.options.enums.ExecutionStateKeys attribute)

use_hyperparam_search (helix.options.ml.MachineLearningOptions attribute) UseHyperParamSearch (helix.options.enums.ExecutionStateKeys attribute)

V

validate_data() (in module helix.pages.2_Data_Preprocessing) variance_threshold (helix.options.preprocessing.PreprocessingOptions attribute)

VarianceThreshold (helix.options.enums.DataPreprocessingStateKeys attribute) ViewExperimentKeys (class in helix.options.enums) visualisation_view() (in module helix.pages.3_Data_Visualisation)

W

weight_threshold (helix.options.ml.MLREMOptions attribute)

Width (helix.options.enums.PlotOptionKeys attribute) width (helix.options.plotting.PlottingOptions attribute)

X

X_test (helix.services.data.TabularData attribute) X_train (helix.services.data.TabularData attribute)

xavier_init() (in module helix.services.weights_init) XGBoost (helix.options.enums.ModelNames attribute)

Y

y_test (helix.services.data.TabularData attribute)

y_train (helix.services.data.TabularData attribute)