GestuSpeak: Real-time Sign Language Detection using Machine Learning

GestuSpeak is an innovative project aimed at bridging communication gaps by enabling real-time sign language detection from A to Z and 0 to 1. This repository hosts the machine learning model, training code, and the necessary resources to empower seamless communication for individuals using sign language.

Features

• Real-time Detection: Experience instant sign language recognition for a comprehensive set of gestures, covering the alphabet from A to Z and numbers from 0 to 1.
• User-Friendly Interface: An intuitive and easy-to-use interface for smooth interaction, making communication accessible to everyone.
• Machine Learning Model: Leveraging state-of-the-art machine learning techniques, our model ensures accurate and efficient sign language interpretation.
• Customizable and Extensible: Tailor the model to specific requirements or expand its capabilities by adding new signs.

Project Directory Structure

• GestuSpeak_Project
  • data
    • raw
      • class1
        • image1.jpg
        • image2.jpg
        • ...
      • class2
        • image1.jpg
        • image2.jpg
        • ...
      • ...
    • processed
      • train
        • class1
          • image1.jpg
          • image2.jpg
          • ...
        • class2
          • image1.jpg
          • image2.jpg
          • ...
        • ...
      • test
      • validation
  • models
    • trained_model.h5
  • notebooks
    • exploratory_analysis.ipynb
    • model_training.ipynb
    • model_evaluation.ipynb
  • src
    • data_preprocessing.py
    • model.py
    • train.py
    • predict.py
  • requirements.txt
  • README.md

Getting Started

1. Clone the repository: git clone https://github.com/your-username/GestuSpeak.git
2. Install dependencies: pip install -r requirements.txt
3. Run the application: python app.py

Contributing

We welcome contributions from the community! Whether you're interested in improving the model,enhancing the user interface, or adding new features, your input is valuable.

License

This project is licensed under the MIT License

Let's make communication inclusive and accessible for everyone with GestuSpeak!