Various reinforcement learning algorithms are implemented to find policies for the frozen lake environment.
The following reinforcement learning algorithms have been implemented here:
- Tabular model-based reinforcement learning
- Policy Evaluation
- Policy Improvement
- Policy Iteration
- Value Iteration
- Tabular model-free reinforcement learning
- Sarsa
- Q-learning
- Non-tabular model-free reinforcement learning
- Linear Sarsa
- Linear Q-learning