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.