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This course introduces singular value decomposition through geometric transformations, matrix approximation, dimensionality reduction, and image compression. It demonstrates how retaining different numbers of singular components controls image quality and storage.
Syllabus
Introduction:
Transformations:
A puzzle:
A harder puzzle:
Linear transformations:
Dimensionality reduction:
Image compression:
Taught by
Serrano.Academy