├── Classification Modeling ├── CLF_Modeling_with_Original_Data.py ├── CLF_Modeling_with_Plus_Data.py ├── CLF_Modeling_with_Reduced_Data.py ├── CLF_Preprocessing.py ├── CLF_Summary.py └── ref_clf_metrics.csv ├── Data Source ├── Damage Propagation Modeling.pdf ├── RUL_FD001.txt ├── RUL_FD002.txt ├── RUL_FD003.txt ├── RUL_FD004.txt ├── readme.txt ├── test_FD001.txt ├── test_FD002.txt ├── test_FD003.txt ├── test_FD004.txt ├── train_FD001.txt ├── train_FD002.txt ├── train_FD003.txt └── train_FD004.txt ├── Figures ├── Classification Metrics │ ├── Calibration Plots - Decision Tree (O).png │ ├── Calibration Plots - Decision Tree (P).png │ ├── Calibration Plots - Decision Tree (R).png │ ├── Calibration Plots - Gaussian Naive Bayesian (O).png │ ├── Calibration Plots - Gaussian Naive Bayesian (P).png │ ├── Calibration Plots - Gaussian Naive Bayesian (R).png │ ├── Calibration Plots - Logistics Regresson (O).png │ ├── Calibration Plots - Logistics Regresson (P).png │ ├── Calibration Plots - Logistics Regresson (R).png │ ├── Calibration Plots - Neural Network (O).png │ ├── Calibration Plots - Neural Network (P).png │ ├── Calibration Plots - Neural Network (R).png │ ├── Calibration Plots - Random Forest (O).png │ ├── Calibration Plots - Random Forest (P).png │ ├── Calibration Plots - Random Forest (R).png │ ├── Calibration Plots - SVM (O).png │ ├── Calibration Plots - SVM (P).png │ ├── Calibration Plots - SVM (R).png │ ├── Calibration Plots - Selected Model.png │ ├── Calibration Plots - XGBoost (O).png │ ├── Calibration Plots - XGBoost (P).png │ ├── Calibration Plots - XGBoost (R).png │ ├── Calibration Plots - k-NN (O).png │ ├── Calibration Plots - k-NN (P).png │ ├── Calibration Plots - k-NN (R).png │ ├── Cumulative Gains Curves - Decision Tree (O).png │ ├── Cumulative Gains Curves - Decision Tree (P).png │ ├── Cumulative Gains Curves - Decision Tree (R).png │ ├── Cumulative Gains Curves - Gaussian Naive Bayesian (O).png │ ├── Cumulative Gains Curves - Gaussian Naive Bayesian (P).png │ ├── Cumulative Gains Curves - Logistics Regresson (O).png │ ├── Cumulative Gains Curves - Logistics Regresson (P).png │ ├── Cumulative Gains Curves - Logistics Regresson (R).png │ ├── Cumulative Gains Curves - Neural Network (O).png │ ├── Cumulative Gains Curves - Neural Network (P).png │ ├── Cumulative Gains Curves - Neural Network (R).png │ ├── Cumulative Gains Curves - Random Forest (O).png │ ├── Cumulative Gains Curves - Random Forest (P).png │ ├── Cumulative Gains Curves - Random Forest (R).png │ ├── Cumulative Gains Curves - SVM (O).png │ ├── Cumulative Gains Curves - SVM (P).png │ ├── Cumulative Gains Curves - SVM (R).png │ ├── Cumulative Gains Curves - XGBoost (O).png │ ├── Cumulative Gains Curves - XGBoost (P).png │ ├── Cumulative Gains Curves - XGBoost (R).png │ ├── Cumulative Gains Curves - k-NN (O).png │ ├── Cumulative Gains Curves - k-NN (P).png │ ├── Cumulative Gains Curves - k-NN (R).png │ ├── Precision-Recall - Decision Tree (O).png │ ├── Precision-Recall - Decision Tree (P).png │ ├── Precision-Recall - Decision Tree (R).png │ ├── Precision-Recall - Gaussian Naive Bayesian (O).png │ ├── Precision-Recall - Gaussian Naive Bayesian (P).png │ ├── Precision-Recall - Gaussian Naive Bayesian (R).png │ ├── Precision-Recall - Logistics Regresson (O).png │ ├── Precision-Recall - Logistics Regresson (P).png │ ├── Precision-Recall - Logistics Regresson (R).png │ ├── Precision-Recall - Neural Network (O).png │ ├── Precision-Recall - Neural Network (P).png │ ├── Precision-Recall - Neural Network (R).png │ ├── Precision-Recall - Random Forest (O).png │ ├── Precision-Recall - Random Forest (P).png │ ├── Precision-Recall - Random Forest (R).png │ ├── Precision-Recall - SVM (O).png │ ├── Precision-Recall - SVM (P).png │ ├── Precision-Recall - SVM (R).png │ ├── Precision-Recall - Selected Models.png │ ├── Precision-Recall - Selected Modles.png │ ├── Precision-Recall - XGBoost (O).png │ ├── Precision-Recall - XGBoost (P).png │ ├── Precision-Recall - XGBoost (R).png │ ├── Precision-Recall - k-NN (O).png │ ├── Precision-Recall - k-NN (P).png │ ├── Precision-Recall - k-NN (R).png │ ├── ROC Curves - Decision Tree (O).png │ ├── ROC Curves - Decision Tree (P).png │ ├── ROC Curves - Decision Tree (R).png │ ├── ROC Curves - Gaussian Naive Bayesian (O).png │ ├── ROC Curves - Gaussian Naive Bayesian (P).png │ ├── ROC Curves - Gaussian Naive Bayesian (R).png │ ├── ROC Curves - Logistics Regresson (O).png │ ├── ROC Curves - Logistics Regresson (P).png │ ├── ROC Curves - Logistics Regresson (R).png │ ├── ROC Curves - Neural Network (O).png │ ├── ROC Curves - Neural Network (P).png │ ├── ROC Curves - Neural Network (R).png │ ├── ROC Curves - Random Forest (O).png │ ├── ROC Curves - Random Forest (P).png │ ├── ROC Curves - Random Forest (R).png │ ├── ROC Curves - SVM (O).png │ ├── ROC Curves - SVM (P).png │ ├── ROC Curves - SVM (R).png │ ├── ROC Curves - Selected Models.png │ ├── ROC Curves - XGBoost (O).png │ ├── ROC Curves - XGBoost (P).png │ ├── ROC Curves - XGBoost (R).png │ ├── ROC Curves - k-NN (O).png │ ├── ROC Curves - k-NN (P).png │ └── ROC Curves - k-NN (R).png ├── Exploratory Data Analysis │ ├── CV from Dimension Reduction.png │ ├── Features Absolute value of Coefficient of Variation.png │ ├── Features Standard Deviation.png │ ├── STD from Dimension Reduction.png │ ├── Variation of Setting (selected examples).png │ └── Variation of Setting.png └── Regression Metrics │ ├── Decision Tree (O) Features Importance.png │ ├── Decision Tree (O) Predicted RUL vs Actual RUL.png │ ├── Decision Tree (O) Predicted value vs Residuals.png │ ├── Decision Tree (P) Features Importance.png │ ├── Decision Tree (P) Predicted RUL vs Actual RUL.png │ ├── Decision Tree (P) Predicted value vs Residuals.png │ ├── Decision Tree (R) Features Importance.png │ ├── Decision Tree (R) Predicted RUL vs Actual RUL.png │ ├── Decision Tree (R) Predicted value vs Residuals.png │ ├── LASSO (O) Coefficients.png │ ├── LASSO (O) Predicted RUL vs Actual RUL.png │ ├── LASSO (O) Predicted value vs Residuals.png │ ├── LASSO (P) Coefficients.png │ ├── LASSO (P) Predicted RUL vs Actual RUL.png │ ├── LASSO (P) Predicted value vs Residuals.png │ ├── LASSO (R) Coefficients.png │ ├── LASSO (R) Predicted RUL vs Actual RUL.png │ ├── LASSO (R) Predicted value vs Residuals.png │ ├── Neural Network (O) Predicted RUL vs Actual RUL.png │ ├── Neural Network (O) Predicted value vs Residuals.png │ ├── Neural Network (P) Predicted RUL vs Actual RUL.png │ ├── Neural Network (P) Predicted value vs Residuals.png │ ├── Neural Network (R) Predicted RUL vs Actual RUL.png │ ├── Neural Network (R) Predicted value vs Residuals.png │ ├── Polynomial (O) Predicted RUL vs Actual RUL.png │ ├── Polynomial (O) Predicted value vs Residuals.png │ ├── Polynomial (P) Predicted RUL vs Actual RUL.png │ ├── Polynomial (P) Predicted value vs Residuals.png │ ├── Polynomial (R) Predicted RUL vs Actual RUL.png │ ├── Polynomial (R) Predicted value vs Residuals.png │ ├── Random Forest (O) Features Importance.png │ ├── Random Forest (O) Predicted RUL vs Actual RUL.png │ ├── Random Forest (O) Predicted value vs Residuals.png │ ├── Random Forest (P) Features Importance.png │ ├── Random Forest (P) Predicted RUL vs Actual RUL.png │ ├── Random Forest (P) Predicted value vs Residuals.png │ ├── Random Forest (R) Features Importance.png │ ├── Random Forest (R) Predicted RUL vs Actual RUL.png │ ├── Random Forest (R) Predicted value vs Residuals.png │ ├── Ridge (O) Coefficients.png │ ├── Ridge (O) Predicted RUL vs Actual RUL.png │ ├── Ridge (O) Predicted value vs Residuals.png │ ├── Ridge (P) Coefficients.png │ ├── Ridge (P) Predicted RUL vs Actual RUL.png │ ├── Ridge (P) Predicted value vs Residuals.png │ ├── Ridge (R) Coefficients.png │ ├── Ridge (R) Predicted RUL vs Actual RUL.png │ ├── Ridge (R) Predicted value vs Residuals.png │ ├── XGBoost (O) Features Importance.png │ ├── XGBoost (O) Predicted RUL vs Actual RUL.png │ ├── XGBoost (O) Predicted value vs 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