SibiTransRun 2025-10-12_12-05-22 — balanced_long
Config
json
{
"tag": "balanced_long",
"layers": [
896,
448,
224
],
"dropouts": [
0.12,
0.2,
0.2
],
"input_dropout": 0.05,
"activation": "relu",
"optimizer": "adam",
"lr": 0.001,
"epochs": 170,
"batch": 256,
"use_smote": true,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 22,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 8
}
Results
- Accuracy: 0.9642
- Macro F1 (macro avg): 0.9630
- Weighted F1 (weighted avg): 0.9641
- Test Loss: 0.1653
- Best Val Acc: 0.9777
- Min Val Loss: 0.1182
Training History
- Epochs: 116
- Last Train Acc: 0.9747
- Last Val Acc: 0.9764
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\balanced_long\2025-10-12_12-05-22\plots\curves.png)
- confusion_matrix_annot:
\runs\balanced_long\2025-10-12_12-05-22\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\balanced_long\2025-10-12_12-05-22\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\balanced_long\2025-10-12_12-05-22\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\balanced_long\2025-10-12_12-05-22\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\balanced_long\2025-10-12_12-05-22\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\balanced_long\2025-10-12_12-05-22\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\balanced_long\2025-10-12_12-05-22\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\balanced_long\2025-10-12_12-05-22 - README: ada