"04-explainability/shap_vals_computation.py" did not exist on "68357475025311ef2c7fb33bc907efd46b23d9c0"
README.md 930 Bytes
Newer Older
Joaquin Torres's avatar
Joaquin Torres committed
1 2 3 4 5 6
# Title

[Intro]

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.
Joaquin Torres's avatar
Joaquin Torres committed
7 8
* [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.
Joaquin Torres's avatar
Joaquin Torres committed
9 10 11
    * [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): 
Joaquin Torres's avatar
Joaquin Torres committed
12
* [explainability](./explicability): SHAP explainability analysis, comparing pre- and post-pandemic groups.
Joaquin Torres's avatar
Joaquin Torres committed
13 14

[Outro]