https://github.com/giridharrnair/ponggameai
The Python project utilizes the NEAT (NeuroEvolution of Augmenting Topologies) algorithm to train AI agents to play the game of Pong.
https://github.com/giridharrnair/ponggameai
Last synced: 3 months ago
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The Python project utilizes the NEAT (NeuroEvolution of Augmenting Topologies) algorithm to train AI agents to play the game of Pong.
- Host: GitHub
- URL: https://github.com/giridharrnair/ponggameai
- Owner: GiridharRNair
- Created: 2023-07-07T17:49:22.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2023-08-08T23:50:24.000Z (over 1 year ago)
- Last Synced: 2024-12-27T18:14:22.968Z (4 months ago)
- Language: Python
- Homepage:
- Size: 18.3 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Pong Game with NEAT AI
This is a Pong game implemented using the Pygame library and integrated with NEAT
(NeuroEvolution of Augmenting Topologies) AI algorithm. NEAT is an evolutionary algorithm that utilizes neural networks
to evolve artificial intelligence. In this game, NEAT is used to train the AI opponent to learn and improve its gameplay
over multiple generations. The AI evolves by adapting its neural network's structure and weights through a process of
mutation and crossover. This allows the AI to learn and optimize its strategies for playing Pong. The game offers three
difficulty modes: easy, medium, and hard. Each mode adjusts the AI opponent's skill level to provide different levels of
challenge. Choose your preferred difficulty mode and test your skills against the AI. The game allows you
to control the paddle using either the arrow keys or the 'W' and 'S' keys to move it up and down.
## Requirements
* Python 3.6 or above
* Pygame
* NEAT
## Run Locally
1. Install Python (if not already installed) from the official Python [website](https://www.python.org/).
2. Download or clone this repository to your local machine.
```bash
git clone https://github.com/GiridharRNair/PongGameAI.git
```
3. Open a terminal or command prompt and navigate to the project directory.
```bash
cd PongGameAI
```
4. Install all the dependencies, Pygame and NEAT.
```bash
pip install neat-python pygame
```
5. Run the game using the following command:
```bash
python main.py
```
6. The game will start, and you will be prompted to choose a difficulty level: easy, medium, or hard.
Enter your choice and press Enter.
7. Enjoy playing Pong against an AI opponent!
## Credits
* This Project was inspired by the tutorial
[video](https://www.youtube.com/watch?v=2f6TmKm7yx0) by Tech With Tim.