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Related lectures (30)

Page 3 of 3

Survey Propagation: Cavity Method

Explores the Survey Propagation algorithm and its application in solving constraint satisfaction problems.

Molecular Dynamics Simulations: Energy Conservation

Explores energy conservation in Hamiltonian systems, numerical integration, time step choices, and constraint algorithms in molecular dynamics simulations.

Simplex Algorithm

Covers the Simplex algorithm for function minimization with linear constraints.

Stationary Points Analysis

Covers the analysis of stationary points in functions, focusing on optimization methods.

Optimization with Constraints: KKT Conditions Explained

Covers the KKT conditions for optimization with constraints, detailing their application and significance in solving constrained problems.

The Backpack Problem

Introduces the backpack problem, a discrete optimization problem with constraints and algorithms to solve it.

Lagrange Multipliers Theorem

Explores the Lagrange Multipliers Theorem, covering extrema conditions and geometric interpretations.

Optimization Methods

Covers optimization methods without constraints, including gradient and line search in the quadratic case.

Single Inequality or Equality Constraint

Covers single inequality or equality constraints and necessary optimality conditions in optimization problems.

Linear Programming: Optimization and Duality

Introduces linear programming, optimization, and duality concepts with a focus on the simplex method and practical examples.