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Dive into essential linear algebra concepts in this comprehensive lecture from the University of Central Florida's CAP5415 course. Explore vector and matrix operations, transformations including scaling and rotation, linear independence, and matrix factorization. Gain intuition on these fundamental topics and discover the applications of singular value decomposition (SVD) in computer vision and machine learning.
Syllabus
Intro
Outline
Vectors - use
Vector operations
Matrix - use
Matrix operation
Transformation - scaling
Transformation - rotation
Linear independence
Intuition
Matrix factorization
Singular value decomposition
SVD application
Taught by
UCF CRCV