Optimization Techniques

• Convex and Non-Convex Optimization

• Gradient-Based Optimization: SGD, Adam, RMSProp

• Hyperparameter Tuning

Linear Programming and Integer Programming

• Linear Programming

  • Basics of Linear Programming

• Integer Programming

  • Basics of Integer Programming

• • Convex Optimization

  • Lagrange Multipliers

  • Linear and Integer Programming

  • Metaheuristic Algorithms (Genetic Algorithms, Simulated Annealing)

etc...