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https://github.com/rogendo/eng-swa-translator
A bilingual translator application using transformers. The languages are Swahili and English
https://github.com/rogendo/eng-swa-translator
bilingual-translator english-swahili-transllation language-translation machine-translation transformers-translation
Last synced: 4 days ago
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A bilingual translator application using transformers. The languages are Swahili and English
- Host: GitHub
- URL: https://github.com/rogendo/eng-swa-translator
- Owner: Rogendo
- Created: 2023-10-24T11:05:12.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2024-01-30T11:28:45.000Z (10 months ago)
- Last Synced: 2024-04-27T00:28:22.319Z (7 months ago)
- Topics: bilingual-translator, english-swahili-transllation, language-translation, machine-translation, transformers-translation
- Language: Jupyter Notebook
- Homepage:
- Size: 22.3 MB
- Stars: 2
- Watchers: 1
- Forks: 1
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
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README
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English to Swahili Translator
Creating a model which will be able to translate English to Swahili using local datasets.
Revolutionzing Language Processing
Explore the docs »
View Progress
·
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·
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Table of Contents
## About The Project
#### 1.1 Problem Statement
The problem of translating English to Swahili presents several challenges, primarily due to the linguistic
differences between the two languages. Machine translation has made significant advancements, but there
is room for improvement in achieving accurate and contextually relevant translations. This project aims to
address these challenges and enhance the quality of English to Swahili translations using Natural
Language Processing (NLP) techniques.
#### 1.2 Objectives
The primary objectives of this project are as follows:
1. Develop a robust English-to-Swahili translation model: Create a machine translation model
capable of accurately translating English text into Swahili while preserving context and meaning.
2. Improve translation quality: Enhance the fluency, coherence, and accuracy of translated text to
make it more natural and contextually relevant for Swahili speakers.
3. Handle various text types and domains: Ensure the translation model can handle diverse text
types, including formal documents, informal conversations, technical content, and more.
#### 1.3 Project Structure
1. Dataset folder - All dataset csv should be placed there
2. Notebook folder - All notebook files should be placed there
3. Deployment folder - All Deployment should be placed there
4. Model folder - Any saved model should be placed there
### Built With
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# How to run it?
First step is to download the models from the link MODEL add the model in the root project directory.
The following instructions were tested on the Windows and Linux with Python 3.8.
1. Clone this repository
```
git clone https://github.com/Rogendo/Eng-Swa-Translator.git
```
```
cd Eng-Swa-Translator/
```
2. Create and activate virtual environment
```
python -m venv venv
```
on Linux system
```
source venv/bin/activate
```
on Windows system
```
.\venv\Scripts\activate.bat
```
3. Install requirements
```
pip install -r requirements.txt
```
```
cd deployment/
```
4. Run the
```
flask --app app --debug run
```
## Roadmap
- [ ] Revolutionzing Language Processing
See the [open issues](https://github.com/Rogendo/Eng-Swa-Translator/issues/) for a full list of proposed features (and known issues).
## Contributing
Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are **greatly appreciated**.
If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement".
Don't forget to give the project a star! Thanks again!
1. Fork the Project
2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)
3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)
4. Push to the Branch (`git push origin feature/AmazingFeature`)
5. Open a Pull Request
## License
Distributed under the MIT License. See `LICENSE` for more information.
## Contact
Your Name - [@Eng-swa-translator](https://twitter.com/@Eng-swa-translator) -
Project Link: [https://github.com/Rogendo/Eng-Swa-Translator/issues](https://github.com/Rogendo/Eng-Swa-Translator/)
## Acknowledgments
* [Peter Rogendo](https://github.com/Rogendo/)
* [Kigen Chesire](https://github.com/kigenchesire/)
* [Frederick Kioko](https://github.com/)
[contributors-shield]: https://img.shields.io/github/contributors/Rogendo/Eng-Swa-Translator.svg?style=for-the-badge
[contributors-url]: https://github.com/Rogendo/Eng-Swa-Translator/graphs/contributors
[forks-shield]: https://img.shields.io/github/forks/Rogendo/Eng-Swa-Translator.svg?style=for-the-badge
[forks-url]: https://github.com/Rogendo/Eng-Swa-Translator/network/members
[stars-shield]: https://img.shields.io/github/stars/Rogendo/Eng-Swa-Translator.svg?style=for-the-badge
[stars-url]: https://github.com/Rogendo/Eng-Swa-Translator/stargazers
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[issues-url]: https://github.com/Rogendo/Eng-Swa-Translator/issues
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[license-url]: https://github.com/Rogendo/Eng-Swa-Translator/blob/master/LICENSE.txt
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[linkedin-url]: #