build_model | Create ML Model |
fine_tuning | Fine Tune ML Model |
pipe | Pipe operator |
plot_calibration_curve | Plotting Calibration Curve |
plot_confusion_matrix | Plotting Confusion Matrix |
plot_distribution_by_class | Plotting Output Distribution By Class |
plot_gain_curve | Plotting Gain Curve |
plot_graph_nn | Plot Neural Network Architecture |
plot_integrated_gradients | Plotting Integrated Gradients Plots |
plot_lift_curve | Plotting Lift Curve |
plot_loss_curve | Plot Neural Network Loss Curve |
plot_olden | Plotting Olden Values Barplot |
plot_pfi | Plotting Permutation Feature Importance Barplot |
plot_pr_curve | Plotting Precision-Recall Curve |
plot_residuals_distribution | Plotting Residuals Distribution |
plot_roc_curve | Plotting ROC Curve |
plot_scatter_predictions | Plotting Observed vs Predictions |
plot_scatter_residuals | Plotting Residuals vs Predictions |
plot_shap | Plotting SHAP Plots |
plot_sobol_jansen | Plotting Sobol-Jansen Values Barplot |
plot_tuning_results | Plotting Tuner Search Results |
preprocessing | Preprocessing Data Matrix |
sensitivity_analysis | Perform Sensitivity Analysis and Interpretable ML methods |
sim_data | sim_data |
table_best_hyperparameters | Best Hyperparameters Configuration |
table_evaluation_results | Evaluation Results |
table_integrated_gradients_results | Integrated Gradients Summarized Results Table |
table_olden_results | Olden Results Table |
table_pfi_results | Permutation Feature Importance Results Table |
table_shap_results | SHAP Summarized Results Table |
table_sobol_jansen_results | Sobol-Jansen Results Table |
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