https://github.com/florianvazelle/unity-rl
Markov Decision Process and Temporal Difference algorithms
https://github.com/florianvazelle/unity-rl
gridworld markov-decision-processes monte-carlo qlearning reinforcement-learning sarsa sokoban tictactoe unity
Last synced: 10 months ago
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Markov Decision Process and Temporal Difference algorithms
- Host: GitHub
- URL: https://github.com/florianvazelle/unity-rl
- Owner: florianvazelle
- Created: 2021-03-08T09:54:05.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2021-03-14T14:25:14.000Z (over 5 years ago)
- Last Synced: 2025-04-13T17:45:57.745Z (about 1 year ago)
- Topics: gridworld, markov-decision-processes, monte-carlo, qlearning, reinforcement-learning, sarsa, sokoban, tictactoe, unity
- Language: C#
- Homepage:
- Size: 291 KB
- Stars: 6
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Unity RL
Unity RL is a Unity C# application with multiple implementations of reinforcement learning algorithms on three mini-games.
## Setup
This project work on Unity 2019.4.14f1
## Table of Contents
### Algorithms
- Markov Decision Process
- [Policy Iteration](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Algo/Markov/MarkovPolicy.cs)
- [Value Iteration](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Algo/Markov/MarkovValue.cs)
- [Monte Carlo](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Algo/TemporalDifference/MonteCarlo.cs)
- Exploring Starts
- On Policy (first/evry visit)
- Off Policy (first/evry visit)
- Temporal Difference
- [SARSA](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Algo/TemporalDifference/SARSA.cs)
- [QLearning](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Algo/TemporalDifference/QLearning.cs)
### Games
- [Grid World](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Game/GridWorld/GridWorld.cs)
- [Tic Tac Toe](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Game/TicTacToe/TicTacToe.cs)
- [Sokoban](https://github.com/florianvazelle/LIN_THENEVIN_VAZELLE_5ADJV_RL/blob/main/Assets/Scripts/Game/Sokoban/Sokoban.cs)
## Demos
