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ml-recall

#eigenvalues

5 questions from Linear Algebra, Optimization & Calculus, Clustering, Dimensionality Reduction, Recurrent Neural Networks

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5 questions · 5 min · score and explanations at the end

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Question 1: Single choice

mediumAI-checkedLinear Algebra

To estimate the spectral norm of AA, you run power iteration on AA⊤AA^\top: draw a random vv, compute u=(AA⊤)10vu = (AA^\top)^{10} v, and report ∥AA⊤u∥2/∥u∥2\sqrt{\lVert AA^\top u \rVert_2 / \lVert u \rVert_2}. How does this estimate compare with the true spectral norm σmax⁡(A)\sigma_{\max}(A)?

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