├── .gitignore ├── Datasets ├── battery │ ├── B0005.mat │ ├── B0006.mat │ ├── B0007.mat │ ├── B0018.mat │ └── README.txt └── bearings │ ├── IR - 21.csv │ ├── IR - 7.csv │ ├── NB.csv │ ├── OR - 21.csv │ └── OR - 7.csv ├── EDA ├── B0005.png ├── DE.png ├── DE_plot.png ├── FE.png ├── FE_plot.png ├── Fault.png ├── ambient_temperature.png ├── capacity.png ├── current.png ├── current_load.png ├── cycle.png ├── feature_importance.png ├── temperature.png ├── voltage.png └── voltage_load.png ├── LICENSE ├── README.md ├── Result ├── RUL │ ├── LassoLarsCV.png │ ├── SGDRegressor.png │ ├── svr-cycle-only.png │ └── svr.png └── anomaly detection │ └── lof_novelty.png ├── Statistics ├── anomaly-detection-bearing-statistics.csv ├── battery-corr.csv ├── bearing-corr.csv ├── bearing-heatmap.png └── rul-statistics.csv ├── TPOT ├── tpot_battery_cycle_only_pipeline.py └── tpot_battery_pipeline.py ├── pickle ├── dataset │ ├── battery │ │ ├── X_test.pkl │ │ ├── X_train.pkl │ │ ├── cycle_only │ │ │ ├── X_test.pkl │ │ │ ├── X_train.pkl │ │ │ ├── y_test.pkl │ │ │ └── y_train.pkl │ │ ├── y_test.pkl │ │ └── y_train.pkl │ ├── bearing-anomaly-detection │ │ ├── X.pkl │ │ ├── X_inliers.pkl │ │ ├── test.pkl │ │ ├── test_data.pkl │ │ ├── train.pkl │ │ ├── train_data.pkl │ │ └── y.pkl │ └── bearing-failure-prediction │ │ ├── X_test.pkl │ │ ├── X_test_mm.pkl │ │ ├── X_test_sc.pkl │ │ ├── X_train.pkl │ │ ├── X_train_mm.pkl │ │ ├── X_train_sc.pkl │ │ ├── y_test.pkl │ │ └── y_train.pkl └── models │ ├── battery │ └── rgrsr.pkl │ └── bearing_classifiers │ ├── autoML │ └── auto_sklearn.pkl │ ├── auto_sklearn.pkl │ ├── min_max_scaled │ ├── DecisionTreeClassifier.pkl │ ├── GaussianNB.pkl │ ├── KNeighborsClassifier.pkl │ ├── LogisticRegression.pkl │ ├── RandomForestClassifier.pkl │ └── SVC.pkl │ └── standard_scaled │ ├── DecisionTreeClassifier.pkl │ ├── GaussianNB.pkl │ ├── KNeighborsClassifier.pkl │ ├── LogisticRegression.pkl │ ├── RandomForestClassifier.pkl │ └── SVC.pkl ├── 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