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convection_param

Parameterization developement and analysis

This directory contains the scripts for training as well as validation/testing of the deep learning and non-deep learning models. Furthermore, code for the hyperparamter tuning is provided in DLHyperOpt.py/NDLHyperOpt.py.

Some further analysis of the dataset, the model evaluation, and online runs are provided in the analysis directory.

For code related to the calculation and visualization of SHAP values have a look into the shap_values directory.

Trained models are to be found in saved_models.