Blog Post··5 min read
Positive Definite Matrices and the Geometry of Optimization
Positive definite matrices define 'bowl-shaped' quadratic forms with a unique minimum. They show up everywhere optimization problems have unique solutions — from least squares to neural network loss landscapes.