Wiki cleanup: error-doc removal, dedup merge, link normalization
10_Wiki/Topics 대규모 정리: - 오류 캡처/미완성 stub 문서 227개 제거 - 교차폴더 중복 43클러스터 병합 (63파일 → redirect) - 링크명 정규화: 깨진 링크 수정·redirect 직결·개념 매핑 ~2,400건 - 카테고리 MOC 6개 신규 생성 - Graph 섹션 미해결 related-keyword 링크 10,058건 제거 Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -146,10 +146,10 @@ assert np.isclose(np.linalg.norm(A - A_k, 'fro'), error_frob)
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**기본값**: full SVD via NumPy for small dense; randomized for large; sparse SVD for sparse.
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## 🔗 Graph
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- 부모: [[Linear-Algebra]] · [[Matrix-Factorization]]
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- 변형: [[Truncated-SVD]] · [[Randomized-SVD]] · [[QR-Decomposition]] · [[Eigendecomposition]]
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- 응용: [[Principal-Component-Analysis]] · [[LoRA]] · [[Recommender-Systems]] · [[Latent-Semantic-Analysis]]
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- Adjacent: [[Ridge-Regression]] · [[Pseudoinverse]] · [[Eckart-Young-Theorem]]
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- 부모: [[Linear-Algebra-Foundations|Linear-Algebra]] · [[Matrix-Factorization]]
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- 변형: [[Eigendecomposition]]
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- 응용: [[Principal-Component-Analysis]] · [[LoRA]] · [[Recommender-Systems]]
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- Adjacent: [[Ridge-Regression]]
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## 🤖 LLM 활용
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**언제**: Dimensionality reduction (PCA). Pseudoinverse 의 compute. Low-rank approximation (compression, denoising). LLM weight 의 LoRA / SVD pruning. Spectral analysis.
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