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  <p align="center">
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  <img src="https://img.shields.io/badge/Death%20Legion-Powered-red?style=for-the-badge&logo=skull" alt="Death Legion">
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  <img src="https://img.shields.io/badge/Best%20Teams-Elite-gold?style=for-the-badge&logo=crown" alt="Best Teams">
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- <img src="https://img.shields.io/badge/AUPRC-0.8657-success?style=for-the-badge" alt="AUPRC">
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  <img src="https://img.shields.io/badge/Model%20Size-6.12MB-blue?style=for-the-badge" alt="Size">
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  </p>
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@@ -14,7 +14,7 @@ Welcome to the **Death Legion Fraud Detection System** - a state-of-the-art mach
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  ## ⚑ Key Features
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  - **πŸ›‘οΈ Advanced Random Forest Architecture**: 500 estimators with optimized depth
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- - **πŸ“Š Superior Performance**: AUPRC 0.8657 on imbalanced fraud data
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  - **πŸ”’ Secure Safetensors Format**: Fast, safe model serialization
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  - **⚑ Real-time Inference**: Sub-millisecond prediction latency
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  - **🎯 Imbalanced Data Optimized**: Precision-Recall focused evaluation
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  | Metric | Score | Status |
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  |--------|-------|--------|
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- | **AUPRC** | 0.8657 | βœ… Excellent |
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- | **Precision** | 0.89 | βœ… High |
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- | **Recall** | 0.82 | βœ… Strong |
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- | **F1-Score** | 0.85 | βœ… Balanced |
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  ## πŸ—οΈ Model Architecture
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  <p align="center">
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  <img src="https://img.shields.io/badge/Death%20Legion-Powered-red?style=for-the-badge&logo=skull" alt="Death Legion">
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  <img src="https://img.shields.io/badge/Best%20Teams-Elite-gold?style=for-the-badge&logo=crown" alt="Best Teams">
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+ <img src="https://img.shields.io/badge/AUPRC-0.8177-success?style=for-the-badge" alt="AUPRC">
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  <img src="https://img.shields.io/badge/Model%20Size-6.12MB-blue?style=for-the-badge" alt="Size">
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  </p>
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  ## ⚑ Key Features
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  - **πŸ›‘οΈ Advanced Random Forest Architecture**: 500 estimators with optimized depth
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+ - **πŸ“Š Superior Performance**: AUPRC 0.8177 on imbalanced fraud data
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  - **πŸ”’ Secure Safetensors Format**: Fast, safe model serialization
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  - **⚑ Real-time Inference**: Sub-millisecond prediction latency
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  - **🎯 Imbalanced Data Optimized**: Precision-Recall focused evaluation
 
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  | Metric | Score | Status |
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  |--------|-------|--------|
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+ | **AUPRC** | 0.8177 | βœ… Excellent |
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+ | **Precision** | 0.8182 | βœ… High |
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+ | **Recall** | 0.8265 | βœ… Strong |
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+ | **F1-Score** | 0.8223 | βœ… Balanced |
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  ## πŸ—οΈ Model Architecture
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