report.txt

Training Report for Pneumonia CNN Model
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Dataset: chest-xray-pneumonia
Model: Custom CNN (5 Conv Blocks)
Date: 2025-05-25 18:49:57
Hyperparameters:
  - Epochs: 12
  - Batch Size: 32
  - Learning Rate: 0.001 (RMSprop)
  - Loss Function: Binary Crossentropy
Number of Parameters: 1,246,401
Dataset Size:
  - Training: 4694
  - Validation: 522
  - Test: 624
Class Distribution (Train):
  - PNEUMONIA: 3487
  - NORMAL: 1207
Performance Metrics:
  - Test Loss: 1.2874
  - Test Accuracy: 63.62%

Classification Report:
              precision    recall  f1-score   support

   PNEUMONIA       0.99      0.42      0.59       390
      NORMAL       0.51      0.99      0.67       234

    accuracy                           0.64       624
   macro avg       0.75      0.71      0.63       624
weighted avg       0.81      0.64      0.62       624

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