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The exhaustive list of topics in Decision Making in Large Scale Systems in which we provide Help with Homework Assignment and Help with Project is as follows:

  • Markov Decision Processes
  • Finite-Horizon Problems
  • Discounted-Cost Problems
    • Cost-to-Go Function
    • Bellman's Equation
  • Value Iteration
  • Bellman's Equation Solution
  • Gauss-Seidel Value Iteration
  • Cost-to-go Function
  • Policy Iteration
  • Asynchronous Policy Iteration
  • Average-Cost Problems
  • Discounted-Cost Problems
  • Bellman's Equation
  • Blackwell Optimality
  • Average-Cost Problems
  • Computational Methods
  • Multiclass Queuing Networks
  • Real-Time Value Iteration
  • Q-Learning
  • Stochastic Approximations
    • Lyapunov Function Analysis
  • The ODE Method
  • Q-Learning
  • Value Function Approximation
  • Curse of Dimensionality
  • Architectures
  • Model Selection and Complexity
  • Value Function Approximation Algorithms
  • Performance Bounds
  • Temporal-Difference with Value Function
  • Optimal Stopping
  • General Control
  • Linear Programming
  • Policy Search Methods
  • Policy Search Methods for pomdps
  • Application
  • Call Admission Control
  • Actor-Critic Methods
  • Policy Search Methods: PEGASUS
  • Helicopter Control