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