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best_params.json

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+{
+  "rf": {
+    "n_estimators": 900,
+    "max_depth": 15,
+    "min_samples_split": 16,
+    "min_samples_leaf": 12,
+    "max_features": "log2",
+    "max_samples": 0.9868593549806922
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+    "learning_rate": 0.012182547701374584,
+    "n_estimators": 3000,
+    "subsample": 0.8832793327135917,
+    "colsample_bytree": 0.9259776232281406,
+    "colsample_bylevel": 0.6198490966863546,
+    "reg_alpha": 0.1441221119179238,
+    "reg_lambda": 1.181791303671265,
+    "gamma": 0.3057592763985798,
+    "min_child_weight": 19,
+    "tree_method": "gpu_hist",
+    "predictor": "gpu_predictor",
+    "gpu_id": 0,
+    "max_bin": 512
+  }
+}

cv_results.json

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+{
+  "rf": {
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+    "train_rmse_std": 0.03424765694646513,
+    "val_rmse_mean": 11.535705897501295,
+    "val_rmse_std": 0.009346065977199015,
+    "train_mae_mean": 8.489923950772702,
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+    "train_r2_mean": 0.27361422370671723,
+    "val_r2_mean": -0.0006540187471121506,
+    "total_time": 1462.0944640636444,
+    "avg_fold_time": 287.7541919231415,
+    "oob_score_mean": -0.0011187324346149997,
+    "oob_score_std": 0.00012393913290774505
+  },
+  "xgb": {
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+    "train_rmse_std": 0.03631565705227736,
+    "val_rmse_mean": 11.547983364162548,
+    "val_rmse_std": 0.008729091760808865,
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+    "val_mae_mean": 9.996145630290858,
+    "train_r2_mean": 0.099837893990118,
+    "val_r2_mean": -0.002785263521104575,
+    "avg_best_iteration": 199.2,
+    "total_time": 105.7422547340393,
+    "avg_fold_time": 20.106889915466308
+  }
+}

feature_engineer.pkl

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rf_cv_models.pkl

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rf_final.pkl

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rf_model.pkl

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xgb_cv_models.pkl

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xgb_final.pkl

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xgb_model.pkl

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