1nnovat1on / GPT-4V_and_Reinforcement_Learning

Integrating GPT-4 with Vision into a reinforcement learning framework using Pygame and TensorFlow, this project enables an agent to navigate and interact within a simulated environment using advanced visual and textual input processing.

Vision-Enhanced Reinforcement Learning Agent

This project integrates GPT-4 with Vision (GPT-4V) capabilities into a reinforcement learning environment using Pygame and TensorFlow. The agent in this environment learns to navigate and interact based on both visual and textual inputs, combining traditional reinforcement learning techniques with the cutting-edge ability to process and understand images.

Features

• Integration with GPT-4 with Vision for enhanced perception.
• A reinforcement learning model built with TensorFlow and Keras.
• Real-time environment simulation using Pygame.
• Asynchronous data fetching for efficient performance.

Getting Started

Dependencies

Ensure you have Python 3.x installed on your machine. This project depends on several Python libraries, including:

• Pygame
• NumPy
• TensorFlow
• Keras
• Requests
• Pillow
• aiohttp

Installation

Clone the repository to your local machine:

git clone https://github.com/1nnovat1on/GPT-4V_and_Reinforcement_Learning.git  
cd GPT-4V_and_Reinforcement_Learning

Install the required libraries:

pip install -r requirements.txt

Environment Variables

Set the OPENAI_API_KEY environment variable to use the GPT-4 with Vision API:

export OPENAI_API_KEY=your_api_key_here

Replace your_api_key_here with your actual OpenAI API key.

Executing the Program

Run the main script:

python main.py

Usage

The program simulates an environment where an agent learns to navigate and respond to visual and textual cues. The agent's behavior is influenced by the rewards and penalties defined in the reinforcement learning model.

Contributing

Contributions to this project are welcome. Please fork the repository and submit a pull request with your changes.

Authors

Colin Jackson
Contact: [e-mail]
GitHub: 1nnovat1on

License

This project is licensed under the MIT License - see the LICENSE.md file for details.

Acknowledgments

• The OpenAI team for GPT-4 with Vision technology.
• Contributors to the TensorFlow, Keras, and Pygame libraries.