Lectures related to Convex Sets: Mathematical Optimization

Quantile Regression: Linear Optimization Log in to Mediaspace to watch this video

Covers quantile regression, focusing on linear optimization for predicting outputs and discussing sensitivity to outliers, problem formulation, and practical implementation.

Proof of Strong Duality Log in to Mediaspace to watch this video

Covers the proof of strong duality in optimization problems and provides examples of Rayleigh quotient optimization.

Differentiable Functions and Lagrange Multipliers Log in to Mediaspace to watch this video

Covers differentiable functions, extreme points, and the Lagrange multiplier method for optimization.