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University of Central Florida

Linear Algebra Basics for Computer Vision - Lecture 2

University of Central Florida via YouTube

Overview

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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

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