---
id: wiki-2026-0508-regularization-strategies
title: Regularization Strategies
category: 10_Wiki/Topics
status: duplicate
canonical_id: l1-and-l2-regularization
duplicate_of: "[[L1-and-L2-Regularization]]"
aliases: []
source_trust_level: A
confidence_score: 0.9
verification_status: redirected
tags: [duplicate, regularization, ml]
last_reinforced: 2026-05-10
github_commit: pending
---

# Regularization Strategies

> **이 문서는 [[L1-and-L2-Regularization]] 의 중복본입니다.** Canonical 문서로 redirect.

## 핵심 요약 (specialization aspects)
- "Strategies" framing은 매 L1/L2 외 dropout, weight decay, label smoothing, mixup, early stopping을 매 포함하는 broader umbrella.
- Canonical 문서가 매 weight-decay family를 cover — 다른 strategies는 [[Dropout]], [[Label-Smoothing]], [[Mixup]] 매 separate node 참조.

## 🔗 Graph
- 부모: [[L1-and-L2-Regularization]] (canonical)
- Adjacent: [[Dropout]] · [[Label-Smoothing]] · [[Mixup]] · [[Early-Stopping]]

## 🕓 변경 이력
| 날짜 | 변경 |
|---|---|
| 2026-05-08 | Phase 1 |
| 2026-05-10 | 중복 처리 — canonical 문서로 redirect |
