Index

_

_build_elastic_net_regression() (Regression_Group4.Regression method) _build_knn_classifier() (ClassificationClass.Classification method) _build_linear_regression() (Regression_Group4.Regression method) _build_LogisticRegression_classifier() (ClassificationClass.Classification method)

_build_ridge_regression() (Regression_Group4.Regression method) _build_sgd_regression() (Regression_Group4.Regression method) _build_SVM_classifier() (ClassificationClass.Classification method) _build_svm_regression() (Regression_Group4.Regression method) _upsample_dataset() (ClassificationClass.Classification method)

A

accuracy() (RF_classfication.Sample method)

B

BoxPlot() (in module visualization)

build_classifier() (ClassificationClass.Classification method) build_regression() (Regression_Group4.Regression method)

C

Classification (class in ClassificationClass) Classify() (MLP_Classifier.NN_Classifier method)

Conf() (MLP_Classifier.NN_Classifier method) Converter (class in smoothing_and_filtering_functions)

D

DataPrep() (TimeSeries_Final.Timeseries method) dateTime_converter() (smoothing_and_filtering_functions.Converter method) describe_dataframe() (ClassificationClass.Classification method)

DoubleBoxPlot() (in module visualization) doubleLinePlot() (in module visualization) drop_dataframe_column() (ClassificationClass.Classification method) dropColumns() (Regression_Group4.Regression method)

F

features() (MLP_TimeSeries.NN_TimeSeries_Reg method)

fullmodel() (TimeSeries_Final.Timeseries method)

G

get_classifer() (ClassificationClass.Classification method) get_dataframe_description() (Regression_Group4.Regression method) get_dataframe_head() (Regression_Group4.Regression method)

get_regression_type() (Regression_Group4.Regression method) gridSearchCV() (Regression_final.Regressor method) group() (MLP_TimeSeries.NN_TimeSeries_Reg method)

H

handle() (MLP_Classifier.NN_Classifier method) (MLP_Regressor.NN_Regressor method)

handle2() (MLP_Classifier.NN_Classifier method) Heatmap() (in module visualization) Histogram() (in module visualization)

I

import_dset() (in module data_prep) int_df_bfill() (smoothing_and_filtering_functions.TimeSeriesOOP method)

int_df_ffill() (smoothing_and_filtering_functions.TimeSeriesOOP method) interpolation_subplot() (in module visualization)

L

linePlot_Out_recogn() (in module visualization)

listing() (MLP_TimeSeries.NN_TimeSeries_Reg method)

M

main (class in data_prep) (class in data_preview) MainEffectsPlot() (Regression_Group4.Regression method) make_interpolation_cubic() (smoothing_and_filtering_functions.TimeSeriesOOP method) make_interpolation_liner() (smoothing_and_filtering_functions.TimeSeriesOOP method)

median_filter() (smoothing_and_filtering_functions.Smoothing method) model() (Regression_final.Regressor method) (RF_classfication.Sample method) (TimeSeries_Final.Timeseries method) moving_average() (smoothing_and_filtering_functions.Smoothing method)

N

NN_Classifier (class in MLP_Classifier)

NN_Regressor (class in MLP_Regressor) NN_TimeSeries_Reg (class in MLP_TimeSeries)

P

plot_correlation() (Regression_Group4.Regression method) plot_heatmap_correlation() (Regression_Group4.Regression method) plot_regression_1() (Regression_Group4.Regression method) plot_regression_2() (Regression_Group4.Regression method) plotting() (MLP_Regressor.NN_Regressor method) (MLP_TimeSeries.NN_TimeSeries_Reg method)

prediction_plot() (Regression_final.Regressor method) preprocess() (MLP_Classifier.NN_Classifier method) (MLP_Regressor.NN_Regressor method) printing() (MLP_Classifier.NN_Classifier method) (MLP_Regressor.NN_Regressor method) (MLP_TimeSeries.NN_TimeSeries_Reg method) process_dataframe() (smoothing_and_filtering_functions.TimeSeriesOOP method)

R

RandomizedSearchoptim() (RF_classfication.Sample method) (TimeSeries_Final.Timeseries method) Regression (class in Regression_Group4) regression_function() (Regression_Group4.Regression method) Regressor (class in Regression_final) Regressor() (MLP_Regressor.NN_Regressor method) (MLP_TimeSeries.NN_TimeSeries_Reg method)

Remove_Outliers (class in smoothing_and_filtering_functions) removeOutlier() (smoothing_and_filtering_functions.Remove_Outliers method) removeOutlier_q() (smoothing_and_filtering_functions.Remove_Outliers method) removeOutlier_z() (smoothing_and_filtering_functions.Remove_Outliers method) report() (RF_classfication.Sample method) result() (Regression_final.Regressor method) Results() (TimeSeries_Final.Timeseries method)

S

Sample (class in RF_classfication) savitzky_golay() (smoothing_and_filtering_functions.Smoothing method) ScatterPlot() (in module visualization) SelectedSysCode() (TimeSeries_Final.Timeseries method) show_classifier_accuracy() (ClassificationClass.Classification method) show_correlation() (ClassificationClass.Classification method)

show_dataframe_head() (ClassificationClass.Classification method) show_unique_values() (ClassificationClass.Classification method) Smoothing (class in smoothing_and_filtering_functions) split_columns() (Regression_Group4.Regression method) split_train_test() (ClassificationClass.Classification method) (Regression_Group4.Regression method)

T

Timeseries (class in TimeSeries_Final)

TimeSeriesOOP (class in smoothing_and_filtering_functions)

U

UserSelectedmodel() (TimeSeries_Final.Timeseries method)