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15 changes: 3 additions & 12 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -83,18 +83,9 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
<br>

### Machine Learning Development

#### Fire Detection Model

- **Model**: YOLOv8 (YOLOv8n, YOLOv8s, YOLOv8m variants)
- **Training Dataset**: 100 images expanded to 20,000+ using augmentation
- **Dataset Split**: 90/10 training/validation split

#### Model Training Process

1. **Dataset Preparation**: Roboflow dataset download and validation
2. **Data Augmentation**: Copula-based augmentation with perturbation and noise
3. **Training**: 10-fold cross-validation with early stopping
| Model Performance |
| ------------------------------------- |
|<img src="./readme/sql/ml-WORKFLOW.png" " alt="Machine Learning Development" /> |

#### Face Recognition

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Binary file added readme/sql/ml-WORKFLOW.png
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