nguyenhothanhtam / Reinforcement-Learning-Gold-Miner

Reinforcement learning fsoft's competition

Reinforcement-Learning-Gold-Miner

Reinforcement learning fsoft's competition

Installation

   git clone https://github.com/maycuatroi/Reinforcement-Learning-Gold-Miner
   cd Reinforcement-Learning-Gold-Miner
   python -m pip install -r requirements.txt
   python scripts/TrainingClient.py

Wrap game to openAI enviroment:

Visualize :

Create sample code for visualize game:

Plan :

1. Enviroment :
   • Refine enviroment : Wrap game to openAI enviroment sample code
2. Learning model :
   • Deep Q Network source paper
   • Double DQN paper
   • Deep Deterministic Policy Gradient (DDPG) paper
   • Continuous DQN (CDQN or NAF) paper
   • Cross-Entropy Method (CEM) paper
   • Dueling network DQN (Dueling DQN) paper
   • Deep SARSA paper
   • Asynchronous Advantage Actor-Critic (A3C) paper
   • Proximal Policy Optimization Algorithms (PPO) paper
3. Release :
   • Docker package
   • Submit code template