Lectures related to Latent Factor Analysis: Movie Genre Classification

MIMO Receivers

Covers the system model, linear receivers, performance evaluation, and graphical interpretations of MIMO receivers, including maximum likelihood detection and successive interference cancellation.

Singular Value Decomposition

Covers the Singular Value Decomposition theorem and its application in decomposing matrices.

Linear Algebra: Matrix Decomposition and Base Change

Covers the algorithm for matrix decomposition and base change in linear algebra.

Diagonalization Techniques: Jacobi Method

Covers the Jacobi method, Givens rotation, QR decomposition, and diagonalization techniques in computational physics.

Matrix Diagonalization: Spectral Theorem

Covers the process of diagonalizing matrices, focusing on symmetric matrices and the spectral theorem.

QR Factorization: Orthogonal Bases

Covers the QR factorization of a matrix A into Q and R.

Linear Systems Resolution

Explores LU decomposition for solving linear systems and the associativity of operations.