SibiTransRun 2025-10-12_11-54-25 — sgd_nesterov_long
Config
json
{
"tag": "sgd_nesterov_long",
"layers": [
1024,
512
],
"dropouts": [
0.15,
0.25
],
"input_dropout": 0.05,
"activation": "relu",
"optimizer": "sgd",
"lr": 0.02,
"epochs": 200,
"batch": 256,
"use_smote": true,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 24,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 8,
"rlr_min_lr": 0.0001
}
Results
- Accuracy: 0.9537
- Macro F1 (macro avg): 0.9524
- Weighted F1 (weighted avg): 0.9534
- Test Loss: 0.2033
- Best Val Acc: 0.9733
- Min Val Loss: 0.1506
Training History
- Epochs: 173
- Last Train Acc: 0.9474
- Last Val Acc: 0.9703
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_nesterov_long\2025-10-12_11-54-25\plots\curves.png)
- confusion_matrix_annot:
\runs\sgd_nesterov_long\2025-10-12_11-54-25\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\sgd_nesterov_long\2025-10-12_11-54-25\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\sgd_nesterov_long\2025-10-12_11-54-25\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_nesterov_long\2025-10-12_11-54-25\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_nesterov_long\2025-10-12_11-54-25\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_nesterov_long\2025-10-12_11-54-25\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_nesterov_long\2025-10-12_11-54-25\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_nesterov_long\2025-10-12_11-54-25 - README: ada