Marco8000/visit-with-us-model

Visit with Us - Wellness Tourism Package purchase model

Best model after hyperparameter tuning: xgboost

Best parameters: {'xgbclassifier__learning_rate': 0.1, 'xgbclassifier__max_depth': 5, 'xgbclassifier__n_estimators': 200}

Serving threshold: 0.45 (selected from out-of-fold training F1).

Test set metrics at the selected threshold

• accuracy: 0.9091
• precision: 0.7470
• recall: 0.8000
• f1: 0.7726
• roc_auc: 0.9276

Trained on Marco8000/visit-with-us-dataset (train.csv / test.csv). Load with joblib.load('best_tourism_model_v1.joblib').