File size: 2,663 Bytes
a0c3619 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 | ╔═══════════════════════════════════════════════════════════════════════╗ ║ BASELINE MODEL TRAINING REPORT ║ ╚═══════════════════════════════════════════════════════════════════════╝ TRAINING CONFIGURATION ------------------------------------------------------------------------- Timestamp: 20251122_105216 Model Type: Baseline 1D CNN Input Shape: (5000, 1) Number of Classes: 1493 Total Parameters: 682,485 DATA SPLITS ------------------------------------------------------------------------- Train Set: 236 windows from 42 patients Validation Set: 69 windows from 14 patients Test Set: 98 windows from 14 patients Total: 403 windows TRAINING RESULTS ------------------------------------------------------------------------- Total Epochs Trained: 15 Final Train Loss: 2.978646 Final Train Accuracy: 0.1398 Final Val Loss: 4.385765 Final Val Accuracy: 0.2754 TEST SET PERFORMANCE ------------------------------------------------------------------------- Test Accuracy: 0.2041 ARTIFACTS SAVED ------------------------------------------------------------------------- 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 ------------------------------------------------------------------------- Report generated: 2025-11-22 10:57:58 |