Singular Value Decomposition (SVD) Explained
In this video, we explore how we can factorize any rectangular matrix using the singular value decomposition and why this transformation can be useful when solving machine learning problems.
References
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Eigendecomposition Explained: • Eigendecomposition Explained
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Contents
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00:00 - Intro
00:33 - SVD Ecquiation
01:33 - SVD Visualization
03:38 - SVD Application 1 - Image Compression
04:26 - SVD Application 2 - Recommandation Systems
05:28 - Outro
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#svd #singularvaluedecomposition #eigenvectors #eigenvalues #linearalgebra
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