Lectures related to Principal Component Analysis: Theory and Applications

Introduction to Linear Transformations Log in to Mediaspace to watch this video

Introduces linear transformations, mapping vectors to unique terms and exploring matrix equations.

Spectral Theorem for Operators Log in to Mediaspace to watch this video

Explores the spectral theorem for operators in a Hilbert space.

Dimension Calculation in Linear Algebra Log in to Mediaspace to watch this video

Covers the calculation of dimensions in linear algebra, focusing on determining the dimension of the kernel of a given matrix.

Image Processing II: Optimal Transforms and Applications Log in to Mediaspace to watch this video

Explores optimal transforms, image applications, linear algebra, and 2nd-order statistics in image processing.

Matrix Algebra: Properties and Operations Log in to Mediaspace to watch this video

Explores matrix algebra properties, bases, transformations, and applications in linear algebra.

Machine Learning Programming: Introduction Log in to Mediaspace to watch this video

Introduces the Machine Learning Programming course, covering MATLAB programming prerequisites and basics in Machine Learning, along with grading scheme and course materials.