README.md

Model-free Reinforcement Learning Models with Experience Replay

======

Installation

Install dependencies pip install gym pip install h5py pip install tensorflow

Description

Implementation of linear, MLP and Duel DQN model with experience replay to solve CartPole-v0 and MountainCar-v0 environment(MLP and Duel DQN can solve both challenges). SpaceInvaders could achieve 300 or so scores.

Run

To solve the CartPole-v0 environment using Duel DQN with experience replay, use python CartPole_q4.py To solve the MountainCar-v0 environment using MLP with experience replay, use python MountainCar_q3.py