Step 6: switch to CatBoost as final model, add tune_catboost.py, rename xgboost_final to xgboost_tuned

Step 6: model comparison charts, XGBoost GridSearchCV tuning, real benchmark scores in README

Step 1: project setup, folder structure, and environment