├── Bayesian_Ridge_model.py ├── Data ├── dataset_for_calibration.csv ├── dataset_for_feature_selections.csv ├── dataset_training.csv └── m ├── Deep_Ensamble_model.py ├── Functions ├── pipeline_feature_selection.py └── results_plotting_functions.py ├── GPR_model.py ├── License.txt ├── README.md ├── RF_model.py ├── feature_selection.py └── results.ipynb /Bayesian_Ridge_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Bayesian_Ridge_model.py -------------------------------------------------------------------------------- /Data/dataset_for_calibration.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Data/dataset_for_calibration.csv -------------------------------------------------------------------------------- /Data/dataset_for_feature_selections.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Data/dataset_for_feature_selections.csv -------------------------------------------------------------------------------- /Data/dataset_training.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Data/dataset_training.csv -------------------------------------------------------------------------------- /Data/m: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Deep_Ensamble_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Deep_Ensamble_model.py -------------------------------------------------------------------------------- /Functions/pipeline_feature_selection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Functions/pipeline_feature_selection.py -------------------------------------------------------------------------------- /Functions/results_plotting_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/Functions/results_plotting_functions.py -------------------------------------------------------------------------------- /GPR_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/GPR_model.py -------------------------------------------------------------------------------- /License.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/License.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/README.md -------------------------------------------------------------------------------- /RF_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/RF_model.py -------------------------------------------------------------------------------- /feature_selection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/feature_selection.py -------------------------------------------------------------------------------- /results.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DariusRoman/Machine-learning-pipeline-for-battery-state-of-health-estimation/HEAD/results.ipynb --------------------------------------------------------------------------------