Model-free Reinforcement Learning Models with Experience Replay

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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