[G1-Sync] Manual knowledge update

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Antigravity Agent
2026-04-30 22:42:02 +09:00
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id: ML-IMBAL-001
category: "10_Wiki/💡 Topics/AI"
confidence_score: 1.0
tags: [machine-learning, imbalanced-data, resampling, smote, focal-loss]
tags: [machine-learning, imbalanced-data, resampling, smote, [[Focal-Loss]]]
last_reinforced: 2026-04-26
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@@ -28,5 +28,5 @@ last_reinforced: 2026-04-26
- **정책 변화:** Antigravity 프로젝트는 보안 로그 분석 시, 압도적으로 많은 '정상 접근' 사이에서 극소수의 '공격 징후'를 놓치지 않기 위해 SMOTE와 Cost-sensitive 앙상블 모델을 표준으로 사용함.
## 🔗 지식 연결 (Graph)
- [[Focal-Loss]], [[Supervised-Learning-Foundations]], Precision-Recall-and-F1-Score, Deep-Learning-Foundations
- [[Focal-Loss]], [[Supervised-Learning-Foundations]], Precision-Recall-and-F1-Score, [[Deep-Learning]]-Foundations
- **Raw Source:** 10_Wiki/Topics/AI/Imbalanced-Data-Handling.md