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add exp_models lr,gb,rf - #4

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EmanEmadFarghaly wants to merge 6 commits into
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add exp_models lr,gb,rf#4
EmanEmadFarghaly wants to merge 6 commits into
mainfrom
Eman_Farghaly

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🧪 Model Evaluation Results

✅ Tests executed successfully!

Metrics:

ERROR: Model file not found at artifacts/Models/logistic_model.pkl

📊 Confusion matrix plots have been uploaded as workflow artifacts.

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🧪 Model Evaluation Results

✅ Tests executed successfully!

Metrics:

ERROR: Loaded model is not a LogisticRegression instance.

📊 Confusion matrix plots have been uploaded as workflow artifacts.

Refactor test model script to use Pipeline and improve error messages.
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🧪 Model Evaluation Results

✅ Tests executed successfully!

Metrics:

Pipeline model loaded successfully.
--------------------------------------------------
Prediction completed successfully.
--------------------------------------------------
Evaluation Results
--------------------------------------------------
Accuracy: 0.7134935304990758
F1 Score (Weighted): 0.7130253542223778

Classification Report:

              precision    recall  f1-score   support

           0       0.63      0.68      0.65        71
           1       0.62      0.59      0.60       128
           2       0.82      0.82      0.82       140
           3       0.73      0.73      0.73       202

    accuracy                           0.71       541
   macro avg       0.70      0.70      0.70       541
weighted avg       0.71      0.71      0.71       541

--------------------------------------------------
Metrics saved to metrics.json

📊 Confusion matrix plots have been uploaded as workflow artifacts.

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