Subgradient method I: Algorithm and examples

Subgradient method II: Fundamental inequality and distance to a solution

3.1 Intro to Gradient and Subgradient Descent

Gradient Descent, Step-by-Step

Conjugate functions I: Definition and properties

Fenchel duality

Understanding Lagrange Multipliers Visually

Subgradients of Convex Functions - Pt 1

Visually Explained: Newton's Method in Optimization

Proximal Gradient Descent Algorithms

Understanding Subgradients Using Examples

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The Subgradient Algorithm

PROBLEM ON STEEPEST DESCENT METHOD

Lagrange duality

Constraints and Barrier Method

Conjugate Gradient Method

Algorithm's Rate of Convergence Explained, Optimization Lecture 14