Gabe-MGNT / OpenAi-Gym-Solution

Here are few solutions made for OpenAI Gym tasks (TaxiCar, FrozenLake, Mountain Car, Cliff Walking...) using Tensorflow Keras

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Reinforcement Learning Solutions (OpenAI Gym)

Open Ai Gym logo

Context

This repository contains various solutions that I have found for different reinforcement learning problems using OpenAI Gym.

It's also a way for me to learn and improve in reinforcment learning, as I am trying to propose easy solutions to tasks.

Structure

This repository is organized into different directories, each representing a specific reinforcement learning problem. Within each directory, you can find the solution code or a subdirectory implemnting a solution using a given alogrithm (example of the mountain car that can be solved using QLearning and DeepQ Learning).

Folder structure An explanation about the task and what will be done and the notebook that can be executed right away

Getting Started

There's not much to do, I tried to things simple as I can with any of the solutions in this repository, just download the Notebook, make sure you have all the dependencies/libraries and execute the code.

QLearning

Taxi Car FrozenLake Moutain Car
Image1 Image2 Image3

DeepQLearning (currently in progress)

Cart Pole Pendulum Acrobot
Image1 Pendulum Acrobot

DeepQLearning with images (TBA)

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Contributions

Contributions to this repository are welcome! If you have found a new solution or have improvements for an existing one, feel free to submit a pull request or to contact me ! It's a cool way to learn new things or/and to get better !

About

Here are few solutions made for OpenAI Gym tasks (TaxiCar, FrozenLake, Mountain Car, Cliff Walking...) using Tensorflow Keras


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