[{"title":"( 60 个子文件 48.83MB ) nasa-turbofan-failure-prediction:数据分析和预测建模项目,重点关注涡轮风扇发动机的剩余使用寿命-源码","children":[{"title":"nasa-turbofan-failure-prediction-master","children":[{"title":"ntfp_project_pipeline.py <span style='color:#111;'> 4.42KB </span>","children":null,"spread":false},{"title":"Reports","children":[{"title":"Figures","children":[{"title":"PM_Time_Series_All_Engines_2021_02_09-11_52_38.png <span style='color:#111;'> 12.25MB </span>","children":null,"spread":false},{"title":"PM_Reading_Distribution_All_Engines_2021_02_09-11_51_19.png <span style='color:#111;'> 1.28MB </span>","children":null,"spread":false},{"title":"PM_Dataset_Linear_Correlations_2021_02_09-11_51_00.png <span style='color:#111;'> 1.50MB </span>","children":null,"spread":false},{"title":"PM_Engine_Data_Correlations_2021_01_19-11_33_26.png <span style='color:#111;'> 1.52MB </span>","children":null,"spread":false},{"title":"PM_Reading_Distribution_All_Engines_2021_02_09-11_49_07.png <span style='color:#111;'> 1.33MB </span>","children":null,"spread":false},{"title":"PM_Sensor_Distribution_All_Engines_2021_01_19-11_33_37.png <span style='color:#111;'> 912.51KB </span>","children":null,"spread":false},{"title":"PM_Dataset_Linear_Correlations_2021_02_09-11_48_58.png <span style='color:#111;'> 1.10MB </span>","children":null,"spread":false},{"title":"PM_Time_Series_All_Engines_2021_02_09-11_49_28.png <span style='color:#111;'> 11.57MB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":".vscode","children":[{"title":"launch.json <span style='color:#111;'> 463B </span>","children":null,"spread":false}],"spread":true},{"title":"Source","children":[{"title":"Visualisation","children":[{"title":"figs_helper.py <span style='color:#111;'> 1019B </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"figs_helper.cpython-36.pyc <span style='color:#111;'> 1.02KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"Features","children":[{"title":"ntfp_dataset_preprocessing.py <span style='color:#111;'> 10.28KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_baseline.py <span style='color:#111;'> 2.09KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_exploratory.py <span style='color:#111;'> 3.55KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"ntfp_dataset_preprocessing.cpython-36.pyc <span style='color:#111;'> 8.24KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"Data","children":[{"title":"ntfp_dataset_import.py <span style='color:#111;'> 5.52KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"ntfp_dataset_import.cpython-36.pyc <span style='color:#111;'> 3.81KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"__pycache__","children":[{"title":"ntfp_dataset_exploratory.cpython-37.pyc <span style='color:#111;'> 3.02KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_preprocessing.cpython-37.pyc <span style='color:#111;'> 8.16KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_preprocessing.cpython-36.pyc <span style='color:#111;'> 8.17KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_baseline.cpython-37.pyc <span style='color:#111;'> 1.66KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_import.cpython-37.pyc <span style='color:#111;'> 1.52KB </span>","children":null,"spread":false},{"title":"constants.cpython-36.pyc <span style='color:#111;'> 856B </span>","children":null,"spread":false},{"title":"ntfp_dataset_exploratory.cpython-36.pyc <span style='color:#111;'> 2.24KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_baseline.cpython-36.pyc <span style='color:#111;'> 1.66KB </span>","children":null,"spread":false},{"title":"ntfp_dataset_import.cpython-36.pyc <span style='color:#111;'> 1.94KB </span>","children":null,"spread":false}],"spread":true},{"title":"Model","children":[{"title":"ntfp_model_randomforest.py <span style='color:#111;'> 2.29KB </span>","children":null,"spread":false},{"title":"ntfp_model_multilayerperceptron.py <span style='color:#111;'> 4.36KB </span>","children":null,"spread":false},{"title":"ntfp_model_pytorch.py <span style='color:#111;'> 4.91KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"ntfp_model_multilayerperceptron.cpython-36.pyc <span style='color:#111;'> 3.74KB </span>","children":null,"spread":false},{"title":"ntfp_model_randomforest.cpython-36.pyc <span style='color:#111;'> 1.75KB </span>","children":null,"spread":false},{"title":"ntfp_model_randomforest.cpython-37.pyc <span style='color:#111;'> 1.75KB </span>","children":null,"spread":false},{"title":"ntfp_model_multilayerperceptron.cpython-37.pyc <span style='color:#111;'> 3.74KB </span>","children":null,"spread":false},{"title":"ntfp_model_pytorch.cpython-37.pyc <span style='color:#111;'> 3.87KB </span>","children":null,"spread":false},{"title":"ntfp_model_pytorch.cpython-36.pyc <span style='color:#111;'> 3.87KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"constants.py <span style='color:#111;'> 425B </span>","children":null,"spread":false}],"spread":true},{"title":"Models","children":[{"title":".gitkeep <span style='color:#111;'> 0B </span>","children":null,"spread":false}],"spread":true},{"title":"README.md <span style='color:#111;'> 3.10KB </span>","children":null,"spread":false},{"title":"Miscellaneous","children":[{"title":"Damage Propagation Modeling.pdf <span style='color:#111;'> 423.98KB </span>","children":null,"spread":false},{"title":"208009339-huge.jpg <span style='color:#111;'> 3.68MB </span>","children":null,"spread":false}],"spread":true},{"title":"__pycache__","children":[{"title":"ntfp_dataset_import.cpython-36.pyc <span style='color:#111;'> 1.41KB </span>","children":null,"spread":false}],"spread":true},{"title":"data","children":[{"title":"Raw","children":[{"title":"test_FD004.txt <span style='color:#111;'> 6.64MB </span>","children":null,"spread":false},{"title":"test_FD002.txt <span style='color:#111;'> 5.47MB </span>","children":null,"spread":false},{"title":"RUL_FD002.txt <span style='color:#111;'> 1.08KB </span>","children":null,"spread":false},{"title":"RUL_FD004.txt <span style='color:#111;'> 1.06KB </span>","children":null,"spread":false},{"title":"train_FD003.txt <span style='color:#111;'> 4.02MB </span>","children":null,"spread":false},{"title":"test_FD003.txt <span style='color:#111;'> 2.70MB </span>","children":null,"spread":false},{"title":"train_FD004.txt <span style='color:#111;'> 9.87MB </span>","children":null,"spread":false},{"title":"RUL_FD001.txt <span style='color:#111;'> 429B </span>","children":null,"spread":false},{"title":"test_FD001.txt <span style='color:#111;'> 2.13MB </span>","children":null,"spread":false},{"title":"train_FD001.txt <span style='color:#111;'> 3.35MB </span>","children":null,"spread":false},{"title":"train_FD002.txt <span style='color:#111;'> 8.66MB </span>","children":null,"spread":false},{"title":"RUL_FD003.txt <span style='color:#111;'> 428B </span>","children":null,"spread":false}],"spread":false},{"title":"normalised_data.pkl <span style='color:#111;'> 9.79MB </span>","children":null,"spread":false},{"title":"Interim","children":[{"title":"rul_dataset_preprocessed.pkl <span style='color:#111;'> 1.26MB </span>","children":null,"spread":false},{"title":"rul_dataset.pkl <span style='color:#111;'> 2.36MB </span>","children":null,"spread":false}],"spread":true},{"title":"data_readme.txt <span style='color:#111;'> 2.41KB </span>","children":null,"spread":false}],"spread":true},{"title":"Notebooks","children":[{"title":"2.0-pm-nasa-turbofan-ml-baseline.ipynb <span style='color:#111;'> 7.94KB </span>","children":null,"spread":false},{"title":"1.0-pm-nasa-turbofan-data-eda.ipynb <span style='color:#111;'> 9.85MB </span>","children":null,"spread":false}],"spread":true}],"spread":true}],"spread":true}]