https://github.com/abdellatif-laghjaj/classification-system-for-online-learning

Comprehensive Classification System for Online Learning
https://github.com/abdellatif-laghjaj/classification-system-for-online-learning

classification streamlit tensorflow

Last synced: 3 months ago
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Comprehensive Classification System for Online Learning

• Host: GitHub
• URL: https://github.com/abdellatif-laghjaj/classification-system-for-online-learning
• Owner: abdellatif-laghjaj
• Created: 2024-05-01T16:07:57.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2024-06-09T13:26:51.000Z (8 months ago)
• Last Synced: 2024-06-10T12:05:59.029Z (8 months ago)
• Topics: classification, streamlit, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 10.7 MB
• Stars: 2
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Comprehensive Classification System for Online Learning

This project provides a comprehensive classification system designed for online learning environments. The system uses

advanced deep learning models for analyzing images and videos, extracting frames, and processing video data in

real-time. It can detect and classify various behaviors and states like engagement, distraction, and fatigue, providing

insights into student behavior.

## Features

- **Normal Image Processing:** Upload normal images to detect and classify behaviors.

- **Frame Extraction from Videos:** Extract and analyze frames from uploaded videos.

- **Real-Time Video Processing:** Process and classify uploaded videos in real-time.

## Technologies Used

- **Python:** Programming language used for implementing the system.

- **Streamlit:** Framework used for building the web application.

- **YOLO (You Only Look Once):** Object detection model for detecting objects in images and videos.

- **TensorFlow:** Framework used for loading and running the classification model.

- **OpenCV:** Library used for image and video processing.

## Installation

1. Clone the repository:

   ```bash

   git clone https://github.com/abdellatif-laghjaj/classification-system-for-online-learning.git

   ```

2. Install the required packages:

   ```bash

    pip install -r requirements.txt

    ```

3. Run the Streamlit application:

    ```bash

    streamlit run app_classification.py --server.runOnSave true

    ```

4. Open the Streamlit app in your browser:

    ```

    http://localhost:8501

    ```

## Aknowledgements

- **Streamlit:** [https://streamlit.io/](https://streamlit.io/)

- **YOLO (You Only Look Once):** [https://pjreddie.com/darknet/yolo/](https://pjreddie.com/darknet/yolo/)

- **TensorFlow:** [https://www.tensorflow.org/](https://www.tensorflow.org/)

- **OpenCV:** [https://opencv.org/](https://opencv.org/)

- **Python:** [https://www.python.org/](https://www.python.org/)

## Author

- **Abdellatif Laghjaj** - [abdellatif-laghjaj](https://github.com/abdellatif-laghjaj)