Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Linear Programming BasicsIntroduces linear programming basics, including optimization problems, cost functions, simplex algorithm, geometry of linear programs, extreme points, and degeneracy.
Graph Theory BasicsIntroduces induced flows, basis matrices, and tree solutions in graph theory.
Introduction to Shortest PathIntroduces the concept of shortest path, discussing weighted paths, Hamiltonian paths, and path optimization algorithms.
Network Flows Meets SimplexExplores network flows, simplex method, linear programming, tree solutions, and dual solutions in optimization problems.