Frozen Lake Game

Markov Decision Process AI using C++ to solve the frozen lake game. You can also play the frozen lake game yourself!

To play the game:

1. Install python3-numpy
2. python3 play_game.py --map maps/bridge.json

To solve the game:

1. Install python3-numpy

2. Environment Setup:
   cd frozen_lake
   mkdir build
   cd build
   cmake ../
   make
   cd src

3. Value Iteration (Parameters are variable):
   ./frozen_lake --agent v --map ../maps/bridge.json --epsilon 0.99 --alpha 1.0 --iteration 500 --gamma 0.99

4. Policy Iteration (Parameters are variable):
   ./frozen_lake --agent p --map ../maps/bridge_stochastic.json --epsilon 0.2 --alpha 0.05 --iteration 500 --gamma 0.99

5. Q-Learning (Parameters are variable):
   ./frozen_lake --agent q --map ../maps/cliff_stochastic.json --epsilon 0.2 --alpha 0.2 --iteration 100 --gamma 0.99