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best_model.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4606691dfb67992e0f1f1de65ea188637c139a878c39586b277e1b39d8f200b4
+size 247400

model_metadata.json

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+{
+  "model_type": "Gradient Boosting Classifier",
+  "best_params": {
+    "ccp_alpha": 0.0,
+    "criterion": "friedman_mse",
+    "init": null,
+    "learning_rate": 0.015327875046521984,
+    "loss": "log_loss",
+    "max_depth": 5,
+    "max_features": null,
+    "max_leaf_nodes": null,
+    "min_impurity_decrease": 0.0,
+    "min_samples_leaf": 10,
+    "min_samples_split": 20,
+    "min_weight_fraction_leaf": 0.0,
+    "n_estimators": 50,
+    "n_iter_no_change": null,
+    "random_state": 42,
+    "subsample": 1.0,
+    "tol": 0.0001,
+    "validation_fraction": 0.1,
+    "verbose": 0,
+    "warm_start": false
+  },
+  "test_metrics": {
+    "accuracy": 0.6512540522095206,
+    "precision": 0.6502274795268426,
+    "recall": 0.9669824086603518,
+    "f1_score": 0.7775843307943416,
+    "roc_auc": 0.694657063212122,
+    "pr_auc": 0.7943643677015135
+  },
+  "feature_columns": [
+    "Engine_RPM",
+    "Lub_Oil_Pressure",
+    "Fuel_Pressure",
+    "Coolant_Pressure",
+    "Lub_Oil_Temperature",
+    "Coolant_Temperature"
+  ],
+  "target_column": "Engine_Condition",
+  "class_mapping": {
+    "0": "Normal",
+    "1": "Faulty"
+  }
+}