feat: complete wikification of War Commander batch 1&2 and final grey dot cleanup

10_Wiki/Topics/AI/Regularization-Techniques.md

@@ -1,12 +1,12 @@
 ---
 id: REG-TECH-001
-category: "[[10_Wiki/💡 Topics/AI]]"
+category: "10_Wiki/💡 Topics/AI"
 confidence_score: 1.0
 tags: [machine-learning, optimization, overfitting, regularization]
 last_reinforced: 2026-04-26
 ---
 
-# [[Regularization Techniques (규제화 기법)]]
+# Regularization Techniques (규제화 기법)
 
 ## 📌 한 줄 통찰 (The Karpathy Summary)
 > "모델이 학습 데이터만 달달 외우지 못하게 방해하라" — 과적합(Overfitting)을 방지하고 모델의 일반화 성능을 높이기 위해 복잡성에 페널티를 주거나 학습 과정에 의도적인 노이즈를 추가하는 기법들.
@@ -25,4 +25,4 @@ last_reinforced: 2026-04-26
 
 ## 🔗 지식 연결 (Graph)
 - [[Overfitting]], [[Optimization]], [[Machine-Learning-Lifecycle]], [[Layer-Normalization]]
-- **Raw Source:** [[10_Wiki/Topics/AI/Regularization-Techniques.md]]
+- **Raw Source:** 10_Wiki/Topics/AI/Regularization-Techniques.md