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| ║ BASELINE MODEL TRAINING REPORT ║ |
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| TRAINING CONFIGURATION |
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| Timestamp: 20251122_105216 |
| Model Type: Baseline 1D CNN |
| Input Shape: (5000, 1) |
| Number of Classes: 1493 |
| Total Parameters: 682,485 |
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| DATA SPLITS |
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| Train Set: 236 windows from 42 patients |
| Validation Set: 69 windows from 14 patients |
| Test Set: 98 windows from 14 patients |
| Total: 403 windows |
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| TRAINING RESULTS |
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| Total Epochs Trained: 15 |
| Final Train Loss: 2.978646 |
| Final Train Accuracy: 0.1398 |
| Final Val Loss: 4.385765 |
| Final Val Accuracy: 0.2754 |
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| TEST SET PERFORMANCE |
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| Test Accuracy: 0.2041 |
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| ARTIFACTS SAVED |
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| Model (HDF5): /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/baseline_model_20251122_105216.h5 |
| Model (Keras): /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/baseline_model_20251122_105216.keras |
| Results JSON: /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/training_results_20251122_105216.json |
| Predictions (NPZ): /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/test_predictions_20251122_105216.npz |
| Training History: /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/training_history_20251122_105216.json |
| Confusion Matrix Plot: /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/confusion_matrix_20251122_105216.png |
| Training History Plot: /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/training_history_20251122_105216.png |
| Summary Report: /content/drive/MyDrive/DeepLearningECG/artifacts/training_results/summary_report_20251122_105216.txt |
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| Report generated: 2025-11-22 10:57:58 |
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