Commit 85f398ee authored by Joaquin Torres's avatar Joaquin Torres

Merge branch 'model_sel_and_shap' of...

Merge branch 'model_sel_and_shap' of https://medal.ctb.upm.es/internal/gitlab/compara/covid_analysis into model_sel_and_shap
parents 3a64c388 b2423408
...@@ -6,6 +6,9 @@ This repository is organized as follows: ...@@ -6,6 +6,9 @@ This repository is organized as follows:
* [EDA](./EDA): Exploring data, handling missing values, analyzing variable distribution, filtering data, feature selection, encoding variables, and performing correlation analysis. * [EDA](./EDA): Exploring data, handling missing values, analyzing variable distribution, filtering data, feature selection, encoding variables, and performing correlation analysis.
* [gen_train_data](./gen_train_data): Generating training and testing datasets [wait for final approach TBC]. * [gen_train_data](./gen_train_data): Generating training and testing datasets [wait for final approach TBC].
* [model_selection](./model_selection): Tuning models, generating metrics from cross-validation and testing, and selecting final models. * [model_selection](./model_selection): Tuning models, generating metrics from cross-validation and testing, and selecting final models.
* [hyperparam_tuning.py](./model_selection/hyperparam_tuning.py): Tunes models through a random search of hyperparameters.
* [cv_metric_gen.py](./model_selection/cv_metric_gen.py): Generates cross-validation metrics and plots for the tuned models.
* [cv_metrics_distr.py](./model_selection/cv_metrics_distr.py):
* [explainability](./explicability): SHAP explainability analysis, comparing pre- and post-pandemic groups. * [explainability](./explicability): SHAP explainability analysis, comparing pre- and post-pandemic groups.
[Outro] [Outro]
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