English-Spanish Translation Model

This project focuses on building a machine learning model capable of translating English text into Spanish. It utilizes TensorFlow and Keras for model development and incorporates Streamlit for web application integration.

Usage

• Model Script: The main model is located in app/model.py.
• Model and App Utilities: Various helpers for both the model and the app can be found in app/model_utils.py.
• Streamlit Integration: The Streamlit app is defined in app/app.py.
• Text Vectorization: The script vectorization.py is utilized for text vectorization (tokenization).
• Trained Model: The trained model is saved as eng_esp_model.keras.
• Model Testing: The notebook eng_spanish_translation.ipynb is used for testing the model.

Contributing

Contributions to this project are highly encouraged! If you would like to contribute, please submit a pull request.

License

This project is licensed under the MIT License, allowing for wide use and distribution.

Deployment

The model is deployed at the following URL: https://transformermodel.streamlit.app

Note: The deployment might not be operational due to limitations of the free tier on Streamlit.