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EDA Images
EDA Images
 
 
prediction_csv_dir
prediction_csv_dir
 
 
12__Featured_Image_AeroShow_Bangalore.png
12__Featured_Image_AeroShow_Bangalore.png
 
 
1_streamlit_app.py
1_streamlit_app.py
 
 
2__Featured_Image_AeroShow_Bangalore.jpg
2__Featured_Image_AeroShow_Bangalore.jpg
 
 
DS01_Engine_1-10.JPG
DS01_Engine_1-10.JPG
 
 
DS01_Unit-2_Cycle-1_line_plot.JPG
DS01_Unit-2_Cycle-1_line_plot.JPG
 
 
DS04_Engine_1-15.JPG
DS04_Engine_1-15.JPG
 
 
DS04_Unit-2_Cycle-1_line_plot.JPG
DS04_Unit-2_Cycle-1_line_plot.JPG
 
 
DS08a_Engine_1-10.JPG
DS08a_Engine_1-10.JPG
 
 
DS08a_Unit-2_Cycle01_line_plot.JPG
DS08a_Unit-2_Cycle01_line_plot.JPG
 
 
Data_hd5.png
Data_hd5.png
 
 
Dataset.png
Dataset.png
 
 
Deep_GRU_N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
Deep_GRU_N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
 
 
Deep_GRU_N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
Deep_GRU_N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
 
 
Deep_GRU_N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
Deep_GRU_N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
 
 
Deep_GRU_N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
Deep_GRU_N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-17.45.png
 
 
Deep_GRU_training_w50_s1_bs256_sub10_lr0.001.png
Deep_GRU_training_w50_s1_bs256_sub10_lr0.001.png
 
 
FULL_NASA_dual_color.png
FULL_NASA_dual_color.png
 
 
FULL_RMSE_dual_color.png
FULL_RMSE_dual_color.png
 
 
Featured_Image_AeroShow_Bangalore.jpg
Featured_Image_AeroShow_Bangalore.jpg
 
 
File_DevUnits_TestUnits.csv
File_DevUnits_TestUnits.csv
 
 
File_DevUnits_TestUnits_allflightclass.csv
File_DevUnits_TestUnits_allflightclass.csv
 
 
File_DevUnits_TestUnits_class1.csv
File_DevUnits_TestUnits_class1.csv
 
 
File_DevUnits_TestUnits_class2.csv
File_DevUnits_TestUnits_class2.csv
 
 
File_DevUnits_TestUnits_class3
File_DevUnits_TestUnits_class3
 
 
File_DevUnits_TestUnits_class3.csv
File_DevUnits_TestUnits_class3.csv
 
 
Flight_Altitude.png
Flight_Altitude.png
 
 
Flight_class_Scores.png
Flight_class_Scores.png
 
 
GRU_N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
GRU_N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
 
 
GRU_N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
GRU_N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
 
 
GRU_N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
GRU_N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
 
 
GRU_N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
GRU_N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-15.38.png
 
 
GRU_training_w50_s1_bs256_sub10_lr0.001.png
GRU_training_w50_s1_bs256_sub10_lr0.001.png
 
 
INFERENCE_Dataset-Scores.png
INFERENCE_Dataset-Scores.png
 
 
INFERENCE_Percent_Samples_Scores.png
INFERENCE_Percent_Samples_Scores.png
 
 
KDE PLOTS.png
KDE PLOTS.png
 
 
KDE.png
KDE.png
 
 
Line_plots.png
Line_plots.png
 
 
Loss_RMSE_NASA_score.png
Loss_RMSE_NASA_score.png
 
 
ML_File_DevUnits_TestUnits.csv
ML_File_DevUnits_TestUnits.csv
 
 
MLworkflow.png
MLworkflow.png
 
 
Model-Flops-critical-full-score.png
Model-Flops-critical-full-score.png
 
 
Model-Flops-inference-time-per-sample.png
Model-Flops-inference-time-per-sample.png
 
 
Model-Flops-score.png
Model-Flops-score.png
 
 
N-CMAPSS_DS01-005.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
N-CMAPSS_DS01-005.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
 
 
N-CMAPSS_DS01-005.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS01-005.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS02-006.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS02-006.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS02-006.h5_unitno[2, 5]_cycleno1_Xs_Params.png
N-CMAPSS_DS02-006.h5_unitno[2, 5]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS03-012.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS03-012.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS04.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS04.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS05.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS05.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS06.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS06.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS07.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
N-CMAPSS_DS07.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
 
 
N-CMAPSS_DS07.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
N-CMAPSS_DS07.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params.png
 
 
N-CMAPSS_DS08a-009.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
N-CMAPSS_DS08a-009.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
 
 
N-CMAPSS_DS08c-009.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
N-CMAPSS_DS08c-009.h5_unitno[1, 2, 5, 6]_cycleno1_Xs_Params KDE.png
 
 
Overview of Sensor data.png
Overview of Sensor data.png
 
 
README.md
README.md
 
 
RUL_span_of_each_engine.png
RUL_span_of_each_engine.png
 
 
RULvscycles.png
RULvscycles.png
 
 
RUl vs Cycles_unitno_1.png
RUl vs Cycles_unitno_1.png
 
 
RUl vs Cycles_unitno_2.png
RUl vs Cycles_unitno_2.png
 
 
RUl vs Cycles_unitno_3.png
RUl vs Cycles_unitno_3.png
 
 
RUl vs Cycles_unitno_4.png
RUl vs Cycles_unitno_4.png
 
 
RUl vs Cycles_unitno_5.png
RUl vs Cycles_unitno_5.png
 
 
Random_N-CMAPSS_DS01-005_unit7_test_w50_s1_bs256_lr0.001_sub1_rmse-86.89.png
Random_N-CMAPSS_DS01-005_unit7_test_w50_s1_bs256_lr0.001_sub1_rmse-86.89.png
 
 
Random_N-CMAPSS_DS01-005_unit8_test_w50_s1_bs256_lr0.001_sub10_rmse-15.58.png
Random_N-CMAPSS_DS01-005_unit8_test_w50_s1_bs256_lr0.001_sub10_rmse-15.58.png
 
 
Random_N-CMAPSS_DS01-005_unit8_test_w50_s1_bs256_lr0.001_sub10_rmse-4.31.png
Random_N-CMAPSS_DS01-005_unit8_test_w50_s1_bs256_lr0.001_sub10_rmse-4.31.png
 
 
Random_N-CMAPSS_DS02-006_unit14_test_w50_s1_bs256_lr0.001_sub10_rmse-2.97.png
Random_N-CMAPSS_DS02-006_unit14_test_w50_s1_bs256_lr0.001_sub10_rmse-2.97.png
 
 
Random_N-CMAPSS_DS08c-008_unit10_test_w50_s1_bs256_lr0.001_sub1_rmse-86.89.png
Random_N-CMAPSS_DS08c-008_unit10_test_w50_s1_bs256_lr0.001_sub1_rmse-86.89.png
 
 
TA__N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
TA__N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
 
 
TA__N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
TA__N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
 
 
TA__N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
TA__N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
 
 
TA__N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
TA__N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.68.png
 
 
TA__training_w50_s1_bs256_sub10_lr0.001.png
TA__training_w50_s1_bs256_sub10_lr0.001.png
 
 
TB__N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
TB__N-CMAPSS_DS03-012_unit15_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
 
 
TB__N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
TB__N-CMAPSS_DS05_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
 
 
TB__N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
TB__N-CMAPSS_DS06_unit10_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
 
 
TB__N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
TB__N-CMAPSS_DS08c-008_unit9_test_w50_s1_bs256_lr0.001_sub10_rmse-4.8.png
 
 
TB__training_w50_s1_bs256_sub10_lr0.001.png
TB__training_w50_s1_bs256_sub10_lr0.001.png
 
 
Time Series Desc.png
Time Series Desc.png
 
 
Time series.png
Time series.png
 
 
Unit-2_All_files.png
Unit-2_All_files.png
 
 
Unit-2_All_files_minimized.png
Unit-2_All_files_minimized.png
 
 
Waterfall.png
Waterfall.png
 
 
Xs_DS01-005.png
Xs_DS01-005.png
 
 
Xs_DS02-006.png
Xs_DS02-006.png
 
 
Xs_DS03-012.png
Xs_DS03-012.png
 
 
Xs_DS04.png
Xs_DS04.png
 
 
Xs_DS05.png
Xs_DS05.png
 
 
Xs_DS06.png
Xs_DS06.png
 
 
Xs_DS07.png
Xs_DS07.png
 
 
Xs_DS08a-009.png
Xs_DS08a-009.png
 
 
Xs_DS08c-008.png
Xs_DS08c-008.png
 
 
Xv_DS01-005.png
Xv_DS01-005.png
 
 
Xv_DS02-006.png
Xv_DS02-006.png
 
 
Xv_DS03-012.png
Xv_DS03-012.png
 
 
Xv_DS04.png
Xv_DS04.png
 
 
Xv_DS05.png
Xv_DS05.png
 
 

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N-CMAPSS--Streamlit_deployment

A simple Streamlit app to deploy N-CMAPSS NN MOdel. " Project for development of NN model for the N-CMAPSS dataset" .....In progress

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A simpl eStreamlit app to deploy N-CMAPSS NN MOdel.

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