Training results - 20251126_101913
Browse files- .gitattributes +4 -0
- training_results/confusion_matrices_20251126_091410.png +0 -0
- training_results/evaluation_metrics_20251126_091410.csv +6 -0
- training_results/metrics_summary_20251126_091410.png +0 -0
- training_results/model_20251126_095445.keras +3 -0
- training_results/model_20251126_100102.keras +3 -0
- training_results/predictions_20251126_091410.npz +3 -0
- training_results/results_20251126_091410.json +57 -0
- training_results/roc_curves_20251126_091410.png +3 -0
- training_results/threshold_comparison_20251126_091410.csv +21 -0
- training_results/threshold_optimization_20251126_091410.json +199 -0
- training_results/threshold_optimization_20251126_091410.png +3 -0
.gitattributes
CHANGED
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@@ -49,3 +49,7 @@ checkpoint_epoch_048.keras filter=lfs diff=lfs merge=lfs -text
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training_results/model_20251126_091410.keras filter=lfs diff=lfs merge=lfs -text
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checkpoint_epoch_051.keras filter=lfs diff=lfs merge=lfs -text
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checkpoint_epoch_054.keras filter=lfs diff=lfs merge=lfs -text
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training_results/model_20251126_091410.keras filter=lfs diff=lfs merge=lfs -text
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checkpoint_epoch_051.keras filter=lfs diff=lfs merge=lfs -text
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| 51 |
checkpoint_epoch_054.keras filter=lfs diff=lfs merge=lfs -text
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training_results/model_20251126_095445.keras filter=lfs diff=lfs merge=lfs -text
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training_results/model_20251126_100102.keras filter=lfs diff=lfs merge=lfs -text
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training_results/roc_curves_20251126_091410.png filter=lfs diff=lfs merge=lfs -text
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| 55 |
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training_results/threshold_optimization_20251126_091410.png filter=lfs diff=lfs merge=lfs -text
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training_results/confusion_matrices_20251126_091410.png
ADDED
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training_results/evaluation_metrics_20251126_091410.csv
ADDED
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| 1 |
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Class,Precision,Recall,F1-Score,ROC-AUC,Support
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Myocarditis,0.8486238532110092,0.8726415094339622,0.8604651162790697,0.9892862619453897,212
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Kawasaki,0.6666666666666666,0.5945945945945946,0.6285714285714286,0.9713580650136542,37
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CHD,0.7751277683134583,0.875,0.8220415537488708,0.9813925184404637,520
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training_results/metrics_summary_20251126_091410.png
ADDED
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training_results/model_20251126_095445.keras
ADDED
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training_results/model_20251126_100102.keras
ADDED
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training_results/predictions_20251126_091410.npz
ADDED
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version https://git-lfs.github.com/spec/v1
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training_results/results_20251126_091410.json
ADDED
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@@ -0,0 +1,57 @@
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{
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"timestamp": "20251126_091410",
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"disease_classes": [
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"Myocarditis",
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"Cardiomyopathy",
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"Kawasaki",
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"CHD",
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"Healthy"
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"per_class_metrics": {
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"roc_auc": 0.9999221910986617,
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"support": 28
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"Kawasaki": {
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"precision": 0.6666666666666666,
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"recall": 0.5945945945945946,
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"CHD": {
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| 43 |
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"precision": 0.7751277683134583,
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"Healthy": {
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"support": 5198
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training_results/roc_curves_20251126_091410.png
ADDED
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Git LFS Details
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training_results/threshold_comparison_20251126_091410.csv
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
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Strategy,Class,Threshold,Precision,Recall,F1-Score
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| 2 |
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Baseline (0.5),Myocarditis,0.5,0.8486238532110092,0.8726415094339622,0.8604651162790697
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Baseline (0.5),Cardiomyopathy,0.5,0.9285714285714286,0.9285714285714286,0.9285714285714286
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Baseline (0.5),Kawasaki,0.5,0.6666666666666666,0.5945945945945946,0.6285714285714286
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Baseline (0.5),CHD,0.5,0.7751277683134583,0.875,0.8220415537488708
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Baseline (0.5),Healthy,0.5,0.9804458349628471,0.9646017699115044,0.9724592707525214
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F1-Maximization,Myocarditis,0.7399999999999997,0.9197860962566845,0.8113207547169812,0.8621553884711779
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F1-Maximization,Cardiomyopathy,0.8199999999999996,0.9230769230769231,0.8571428571428571,0.8888888888888888
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F1-Maximization,Kawasaki,0.3799999999999999,0.6388888888888888,0.6216216216216216,0.6301369863013698
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F1-Maximization,CHD,0.7699999999999997,0.9034334763948498,0.8096153846153846,0.8539553752535497
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F1-Maximization,Healthy,0.24999999999999992,0.9726599582304918,0.9855713736052328,0.9790731008122312
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Youden's J,Myocarditis,0.1,0.625,0.9198113207547169,0.7442748091603053
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Youden's J,Cardiomyopathy,0.2599999999999999,0.875,1.0,0.9333333333333333
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Youden's J,Kawasaki,0.21999999999999995,0.45098039215686275,0.6216216216216216,0.5227272727272727
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Youden's J,CHD,0.30999999999999994,0.6802325581395349,0.9,0.7748344370860927
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Youden's J,Healthy,0.6299999999999997,0.9831081081081081,0.9517121969988457,0.9671554252199414
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Recall-Prioritized,Myocarditis,0.7400000000000002,0.9197860962566845,0.8113207547169812,0.8621553884711779
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Recall-Prioritized,Cardiomyopathy,0.8200000000000002,0.9230769230769231,0.8571428571428571,0.8888888888888888
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Recall-Prioritized,Kawasaki,0.05,0.25263157894736843,0.6486486486486487,0.36363636363636365
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Recall-Prioritized,CHD,0.7700000000000002,0.9034334763948498,0.8096153846153846,0.8539553752535497
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Recall-Prioritized,Healthy,0.25000000000000006,0.9726599582304918,0.9855713736052328,0.9790731008122312
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training_results/threshold_optimization_20251126_091410.json
ADDED
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@@ -0,0 +1,199 @@
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| 1 |
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{
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"timestamp": "20251126_091410",
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"disease_classes": [
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"Myocarditis",
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"Cardiomyopathy",
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"Kawasaki",
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"CHD",
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"Healthy"
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],
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"optimized_thresholds": {
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"f1_max": {
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"recall_priority": {
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"Kawasaki": 0.05,
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"CHD": 0.7700000000000002,
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"Healthy": 0.25000000000000006
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}
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},
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"comparison": {
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"Baseline (0.5)": {
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"global_metrics": {
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"threshold": 0.5
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"threshold": 0.5
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"threshold": 0.5
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|
| 198 |
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|
| 199 |
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}
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training_results/threshold_optimization_20251126_091410.png
ADDED
|
Git LFS Details
|