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COMPARA
covid_analysis
Commits
b2423408
Commit
b2423408
authored
Jun 25, 2024
by
Joaquin Torres
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b2423408
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@@ -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.
*
[
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.
*
[
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.
[
Outro
]
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