config.json

{
    "params": {
        "cleaning": {
            "filna_map": {
                "Age": "mean"
            },
            "filter_cols": [
                "PassengerId",
                "Pclass",
                "Sex",
                "Age",
                "SibSp",
                "Parch",
                "Fare",
                "Embarked",
                "Survived"
            ]
        },
        "feature_eng": {
            "dummify_feature": [
                "Pclass",
                "Sex",
                "Embarked"
            ]
        },
        "modelling": {
            "name": "survival_classifier",
            "save_path": "models/{}",
            "target": "Survived",
            "cv_folds": 10,
            "numeric_features": [
                "Age",
                "Fare",
                "SibSp",
                "Parch"
            ],
            "train_size": 0.75,
            "normalize": 1,
            "ignore_low_variance": 1,
            "combine_rare_levels": 1,
            "remove_multicollinearity": 1,
            "feature_selection": 1,
            "silent": 1,
            "optimize_metric": "F1",
            "optimize_iter": 15
        }
    }
}