Linear Algebra

Linear Algebra for AI & ML

Linear Algebra for AI & ML

This sheet contains all the topics that will be covered for Linear Algebra for AI & ML.


Vector Fundamentals

Vector Fundamentals

Matrix Operations

Matrix Operations

Eigen Value Decomposition

Eigen Values, Eigen Vectors, & Eigen Value Decomposition

Principal Component Analysis

Principal Component Analysis

Singular Value Decomposition

Singular Value Decomposition

Vector & Matrix Calculus

Vector & Matrix Calculus

Vector Norms

Vector & Matrix Norms

Hyperplane

Equation of a Hyperplane