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Note that r = min(m, n). This is commonly referred to as the economy (or compact) SVD, and from this point on, we will assume the matrices U, Σ, and Vᵀ are derived from the economy procedure. The economy SVD data matrices — Image by Author It is important to note that the economy SVD produces a