/run_models

run_models lets you run multiple regression and classification models with their default parameters and rank them by RMSE/AUC

Primary LanguagePythonMIT LicenseMIT

run_models

run_models lets you run many regression and classification models with their default parameters and rank them by RMSE or AUC.

Installation

pip install run_models

Dependencies

numpy

pandas

scikit-learn

xgboost

lightgbm

catboost

matplotlib

How to use it?

run_models comes with two functions:

  • run_models.run_regressors(data, target_column) for regression tasks - All models are ranked by RMSE.
  • run_models.run_classifiers(data, target_column) for classification tasks - All models are ranked y AUC.

import run_models as rm

fig = rm.run_classifiers(titanic_data, 'Survived') alt text