SibiTransRun 2025-10-12_12-03-01 — sgd_conservative
Config
json
{
"tag": "sgd_conservative",
"layers": [
640,
320,
160
],
"dropouts": [
0.12,
0.2,
0.25
],
"input_dropout": 0.05,
"activation": "relu",
"optimizer": "sgd",
"lr": 0.008,
"epochs": 180,
"batch": 256,
"use_smote": false,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 20,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 8,
"rlr_min_lr": 5e-05
}
Results
- Accuracy: 0.9456
- Macro F1 (macro avg): 0.9429
- Weighted F1 (weighted avg): 0.9451
- Test Loss: 0.2430
- Best Val Acc: 0.9467
- Min Val Loss: 0.2219
Training History
- Epochs: 180
- Last Train Acc: 0.9088
- Last Val Acc: 0.9467
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\sgd_conservative\2025-10-12_12-03-01\plots\curves.png)
- confusion_matrix_annot:
\runs\sgd_conservative\2025-10-12_12-03-01\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\sgd_conservative\2025-10-12_12-03-01\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\sgd_conservative\2025-10-12_12-03-01\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\sgd_conservative\2025-10-12_12-03-01\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\sgd_conservative\2025-10-12_12-03-01\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\sgd_conservative\2025-10-12_12-03-01\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\sgd_conservative\2025-10-12_12-03-01\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\sgd_conservative\2025-10-12_12-03-01 - README: ada