/image-classifier-gui-app

Simple Machine Learning GUI App with Taipy and Tensorflow

Primary LanguageJupyter Notebook

Image Classifier GUI App

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Simple Machine Learning GUI App with Taipy and Tensorflow


Overview

This project is a simple Machine Learning GUI application built with Taipy and TensorFlow. It allows users to classify images using a trained neural network model through a graphical interface.

Features

  • GUI Interface: User-friendly interface created with Taipy.
  • Image Classification: Classifies images based on a pre-trained TensorFlow model.
  • Demo Images: Includes a set of demo images for testing.
  • Model Handling: Easily load and use the trained model.

Installation

  1. Clone the repository:
    git clone https://github.com/Islam-hady9/image-classifier-gui-app.git
  2. Navigate to the project directory:
    cd image-classifier-gui-app
  3. Install the required dependencies:
    pip install -r requirements.txt

Usage

  1. Run the application:
    python classifier.py
  2. Use the GUI to upload and classify images.

Requirements

  • Python 3.x
  • TensorFlow
  • Taipy

Files

  • classifier.py: Main application script.
  • requirements.txt: List of dependencies.
  • model/: Directory containing the trained model.
  • demo_images/: Directory containing demo images for testing.

Contributions

Contributions are welcome. Please fork the repository and create a pull request.

License

This project is licensed under the MIT License.

Contact

For any inquiries or issues, please open an issue on the repository.