Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Coin Change ProblemExplores the coin change problem, comparing greedy and dynamic programming algorithms for optimal solutions.
Multi-arm BanditsDiscusses algorithms for balancing exploration and exploitation in decision-making processes.
Quasi-newton optimizationCovers gradient line search methods and optimization techniques with an emphasis on Wolfe conditions and positive definiteness.