Project Title

street-fighter-ai — AI Agent for Street Fighter II Champion Edition using Deep Reinforcement Learning

Overview

The street-fighter-ai project is an AI agent developed using deep reinforcement learning to master the final boss in "Street Fighter II: Special Champion Edition". Uniquely, the AI agent makes decisions based solely on the game screen's RGB pixel values, showcasing advanced AI capabilities in real-time strategy and decision-making within a gaming context.

Key Features

Deep Reinforcement Learning for game strategy
Decision-making based on RGB pixel values
100% win rate in the first round of the final level (overfitting occurs)
Integration with OpenAI Gym Retro and Stable-Baselines3

Use Cases

Researchers and developers in AI and machine learning can use this project to study and develop reinforcement learning algorithms.
Gamers interested in AI can utilize this project to understand how AI can be trained to master complex video games.
Educational purposes to demonstrate the capabilities of AI in real-time decision-making and strategy.

Advantages

Demonstrates advanced AI capabilities in a popular and challenging game environment.
Provides a practical application of deep reinforcement learning.
Offers a platform for further research and development in AI gaming strategies.

Limitations / Considerations

Overfitting occurs, as the AI agent is trained to a high win rate in a specific scenario.
The project requires legal acquisition of the game ROM file, which is not provided.
Setup process is specific to Windows 11 and may require adjustments for other operating systems.

Mujoco: A physics engine for detailed simulations, often used in reinforcement learning, but not game-specific.
Unity ML-Agents: A platform for training intelligent agents in a variety of game environments, offering a broader scope than street-fighter-ai.
AIArena: A platform for competitive AI gaming, focusing on a variety of games rather than a single game like street-fighter-ai.

Basic Information

GitHub: https://github.com/linyiLYi/street-fighter-ai
Stars: 6,500
License: Unknown
Last Commit: 2025-11-17

📊 Project Information

Project Name: street-fighter-ai
GitHub URL: https://github.com/linyiLYi/street-fighter-ai
Programming Language: Python
⭐ Stars: 6,500
🍴 Forks: 1,396
📅 Created: 2023-03-27
🔄 Last Updated: 2025-11-17

🏷️ Project Topics

Topics: [, ]

📚 Documentation

This article is automatically generated by AI based on GitHub project information and README content analysis

street-fighter-ai

Project Description