https://github.com/alvalens/transai

this is simple translation website using tensorflow transformer model
https://github.com/alvalens/transai

flask notebook python tensorflow transformer translation website

Last synced: 3 months ago
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this is simple translation website using tensorflow transformer model

• Host: GitHub
• URL: https://github.com/alvalens/transai
• Owner: Alvalens
• License: mit
• Created: 2024-05-10T01:10:21.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-05-23T06:15:53.000Z (about 2 years ago)
• Last Synced: 2024-05-23T07:25:39.222Z (about 2 years ago)
• Topics: flask, notebook, python, tensorflow, transformer, translation, website
• Language: Jupyter Notebook
• Homepage:
• Size: 3.04 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          

# TransAI

![visitor badge](https://visitor-badge.laobi.icu/badge?page_id=transAI)

Welcome to TransAI, a simple yet powerful translation website that leverages Python, Flask, and TensorFlow to translate text from Indonesian to English using a Transformer algorithm. The model is provided as a Jupyter Notebook which you can experiment and train the model yourself.

![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54) ![Flask](https://img.shields.io/badge/flask-%23000.svg?style=for-the-badge&logo=flask&logoColor=white) ![TensorFlow](https://img.shields.io/badge/TensorFlow-%23FF6F00.svg?style=for-the-badge&logo=TensorFlow&logoColor=white) ![Bootstrap](https://img.shields.io/badge/bootstrap-%238511FA.svg?style=for-the-badge&logo=bootstrap&logoColor=white)

## Features

* **Real-time Translation** : Instantly translate text from Indonesian to English.

* **Transformer Algorithm** : Utilizes a state-of-the-art Transformer model for high-quality translations.

* **Web Interface** : User-friendly web interface built with Flask.

* **Jupyter Notebook** : Model training and evaluation provided in a Jupyter Notebook for transparency and customization.

## Installation

Ensure you have Python version 3.10 and pip installed (windows). If not, you can install Python from [python.org](https://www.python.org/). 

1. Clone the Repository

   ```powershell

   git clone "https://github.com/Alvalens/transAI.git"

   ```

2. Navigate to project directory

   ```powershell

   cd TransAI

   ```

3. Create python virtual envirotment and activate it (optional)

   ```powershell

   python -m venv venv

   .venv\Scripts\activate

   ```

4. Install Dependency, also ensure you run notebook first cell  at `notebook/transformer_id-en.ipynb`

   ```

   pip install -r requirements.txt

   ```

5. Start the Flask development server, also before running the server train the model first

   ```powershell

   py app.py

   ```

## Contributing

Contributions are welcome! If you find any issues or have suggestions, feel free to open an issue or submit a pull request. 

## License

This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.

## Special Thanks

**@Alvalens @Burhanudin26 @Adin.dXa**