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Learn about random projection techniques for approximating distances in high-dimensional data through this 41-minute lecture that covers the Johnson-Lindenstrauss Lemma, explores the random projections method for dimensionality reduction, examines how to create unbiased estimates of distances, and explains the mathematical foundation behind the logarithmic factor log(n) in the dimensionality bounds.
Syllabus
L18-RandProjection
Taught by
UofU Data Science