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Singular Value Decomposition

Feb 26, 2025 Linear Algebra 30 min read

Essence of Linear Algebra (9): Singular Value Decomposition — The Crown Jewel of Linear Algebra

SVD decomposes any matrix -- not just square or symmetric ones. From image compression to Netflix recommendations, from face recognition to gene analysis, SVD is the most powerful and most universal decomposition in …