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experiment_log.json

@@ -1,26 +1,31 @@
 {
     "model": "XGBoost",
-    "best_parameters": {
-        "colsample_bytree": 0.8,
-        "learning_rate": 0.1,
-        "max_depth": 9,
-        "n_estimators": 300,
+    "param_grid": {
+        "n_estimators": [
+            100,
+            200,
+            300
+        ],
+        "max_depth": [
+            3,
+            5,
+            7
+        ],
+        "learning_rate": [
+            0.01,
+            0.1,
+            0.2
+        ],
+        "subsample": [
+            0.8,
+            1.0
+        ]
+    },
+    "best_params": {
+        "learning_rate": 0.01,
+        "max_depth": 5,
+        "n_estimators": 100,
         "subsample": 0.8
     },
-    "metrics": {
-        "accuracy": 0.6406449961607371,
-        "precision": 0.7194363862411935,
-        "recall": 0.7048315062931384,
-        "f1_score": 0.712059064807219,
-        "confusion_matrix": [
-            [
-                767,
-                677
-            ],
-            [
-                727,
-                1736
-            ]
-        ]
-    }
+    "best_cv_score": 0.7776112578367997
 }