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Linear Algebra Basics for Computer Vision - Lecture 2

Offered By: University of Central Florida via YouTube

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Linear Algebra Courses Computer Vision Courses Scaling Courses Vector Operations Courses Matrix Factorization Courses Matrix Operations Courses Singular Value Decomposition Courses Linear Independence Courses

Course Description

Overview

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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