seniorLinear Algebra
What is the role of singular values in model compression?
Updated May 16, 2026
Short answer
Singular values measure importance of directions in data.
Deep explanation
Large singular values represent dominant information directions. Truncating small singular values removes noise and redundancy, enabling compression without major information loss.
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