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

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yesung
2026-04-27 18:58:22 +09:00
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10_Wiki/Topics/AI/Sampling-Techniques.md
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---
id: MATH-SAMPLING-001
category: "[[10_Wiki/💡 Topics/AI]]"
category: "10_Wiki/💡 Topics/AI"
confidence_score: 1.0
tags: [math, statistics, sampling, data-science, bootstrap, stratified-sampling, monte-carlo]
last_reinforced: 2026-04-26
---
# [[Sampling Techniques (샘플링 기법)]]
# Sampling Techniques (샘플링 기법)
## 📌 한 줄 통찰 (The Karpathy Summary)
> "전체의 거대함에 압도되지 말고 대표성 있는 조각(Sample)을 정교하게 도려내어, 최소한의 자원으로 최대한의 진실을 추론하라" — 모집단 전체를 조사하는 대신 그 일부를 추출하여 전체의 특성을 파악하고 분석 효율을 극대화하는 통계적 방법론.
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## 🔗 지식 연결 (Graph)
- [[Pre-processing-Data-for-AI]], [[Prioritized-Experience-Replay]], [[Random-Forest-Classifiers]], [[Probability-Theory-Foundations]]
- **Raw Source:** [[10_Wiki/Topics/AI/Sampling-Techniques.md]]
- **Raw Source:** 10_Wiki/Topics/AI/Sampling-Techniques.md