SibiTransRun 2025-10-12_11-49-50 — narrow_many_4layers
Config
json
{
"tag": "narrow_many_4layers",
"layers": [
384,
256,
192,
128
],
"dropouts": [
0.1,
0.15,
0.2,
0.2
],
"input_dropout": 0.05,
"activation": "relu",
"optimizer": "adam",
"lr": 0.0008,
"epochs": 160,
"batch": 256,
"use_smote": true,
"test_size": 0.15,
"val_size": 0.15,
"early_stop_patience": 20,
"reduce_lr": true,
"rlr_factor": 0.5,
"rlr_patience": 8
}
Results
- Accuracy: 0.9623
- Macro F1 (macro avg): 0.9608
- Weighted F1 (weighted avg): 0.9623
- Test Loss: 0.1689
- Best Val Acc: 0.9764
- Min Val Loss: 0.1261
Training History
- Epochs: 139
- Last Train Acc: 0.9598
- Last Val Acc: 0.9751
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\narrow_many_4layers\2025-10-12_11-49-50\plots\curves.png)
- confusion_matrix_annot:
\runs\narrow_many_4layers\2025-10-12_11-49-50\metrics\confusion_matrix_annot.png)
- confusion_matrix_norm_annot:
\runs\narrow_many_4layers\2025-10-12_11-49-50\metrics\confusion_matrix_norm_annot.png)
- per_class_f1:
\runs\narrow_many_4layers\2025-10-12_11-49-50\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\narrow_many_4layers\2025-10-12_11-49-50\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\narrow_many_4layers\2025-10-12_11-49-50\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\narrow_many_4layers\2025-10-12_11-49-50\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\narrow_many_4layers\2025-10-12_11-49-50\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\narrow_many_4layers\2025-10-12_11-49-50 - README: ada