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sign-language-recognition's Introduction

Sign Language Recognition with LSTM Neural Network

Introduction

Sign language is a comprehensive language system that employs hand gestures, facial expressions, and body movements to communicate. It serves as a primary means of communication for individuals who are deaf or hard of hearing.

In this project, we aim to bridge the communication gap by developing a system that can recognize and interpret sign language. We leverage the power of Long Short-Term Memory (LSTM) neural networks, a type of Recurrent Neural Network (RNN) well-suited for sequence prediction problems.

Preview

Technologies Used

  • Python 3.8
  • opencv-python~=4.9.0.80
  • numpy~=1.26.4
  • mediapipe~=0.10.9
  • scikit-learn~=1.4.1.post1
  • tensorflow~=2.15.0

Usage

| To use the application, Python 3.8 must be installed on your machine.

  1. Fork the repository

  2. Clone the repository to your local machine

git clone https://www.github.com/<yourname>/Sign-Language-Recognition.git
  1. Install the required packages using pip
pip install -r requirements.txt
  1. Run the application
python main.py

LICENSE

The project is licensed under the MIT License. See the LICENSE file for more details.

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