SibiTransRun 2025-10-12_12-00-28 — swish_deep
Config
json
{
"tag": "swish_deep",
"layers": [
768,
384,
192
],
"dropouts": [
0.12,
0.2,
0.2
],
"input_dropout": 0.05,
"activation": "swish",
"optimizer": "adam",
"lr": 0.0008,
"epochs": 140,
"batch": 256,
"use_smote": true,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 18,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 7
}
Results
- Accuracy: 0.9638
- Macro F1 (macro avg): 0.9623
- Weighted F1 (weighted avg): 0.9636
- Test Loss: 0.1825
- Best Val Acc: 0.9786
- Min Val Loss: 0.1318
Training History
- Epochs: 129
- Last Train Acc: 0.9596
- Last Val Acc: 0.9768
Dataset (EDA)
- Jumlah kelas: 26
- Jumlah sampel: 13979
- Min per kelas: 356, Max per kelas: 689
- Imbalance ratio (max/min): 1.935
Plots
- curves:
\runs\swish_deep\2025-10-12_12-00-28\plots\curves.png)
- confusion_matrix_annot:
\runs\swish_deep\2025-10-12_12-00-28\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\swish_deep\2025-10-12_12-00-28\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\swish_deep\2025-10-12_12-00-28\metrics\per_class_f1.png)
Artifacts
keypoint_classifier.keras:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\swish_deep\2025-10-12_12-00-28\artifacts\keypoint_classifier.keraskeypoint_classifier_float32.tflite:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\swish_deep\2025-10-12_12-00-28\artifacts\keypoint_classifier_float32.tflitekeypoint_classifier_int8_dynamic.tflite:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\swish_deep\2025-10-12_12-00-28\artifacts\keypoint_classifier_int8_dynamic.tflitelabel_map.json:D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\swish_deep\2025-10-12_12-00-28\artifacts\label_map.json
Sumber Data
- Direktori:
D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\1. MLP\0.Hasil_Eksperiment\Batch\Eksperiment\Dataset(500)\runs\swish_deep\2025-10-12_12-00-28 - README: ada