yasminnelm/Morrolingo

English to Darija Translator using a sequence-to-sequence model built with Python and Natural Language Processing (NLP). Break language barriers effortlessly. # Morrolingo Welcome to the English to Darija Translator project! This web application utilizes a sequence-to-sequence model and NLP techniques to translate English text into Darija, Moroccan dielect. Below, you'll find an overview of the project, its features, and instructions to get started. ## Project Structure - `model.py`: Source code for the sequence-to-sequence model used in translation. - `templates/`: Contains the HTML templates for the web interface. - `index.html`: Landing page of the web application. - `interface.html`: Translation interface in action. - `front.py`: Flask framework code that connects the frontend and backend. - `static/`: Contains static assets like CSS files and images. - `css/`: CSS files for styling the web pages. - `images/`: Images used in the application. - `test.txt`: The dataset used for training and testing. ## Steps to build : by following this tutorial " pytorch.org " as a teamwork we were able to build this amazing friendly web app : 1.Prepare Resources: -Install Python and required libraries like TensorFlow or PyTorch for the model. -Collect a dataset with English-Darija sentence pairs. 2.Preprocess Data: -Clean and format the dataset. -Tokenize sentences into words or subword units. 3.Build Model: -Create an encoder-decoder architecture. -Use embeddings to convert words into vector representations. 4.Train Model: -Split data into training and validation sets. -Train the model using training data and monitor performance using validation data. 5.Develop Web App: -Set up a Flask web app framework. -Design a user interface for input and display of translations (html ,css and js) ## Getting Started 1. Clone the repository: "git clone github.com" 2. cd english-to-darija-translator 3. pip install -r requirements.txt 4. Run the Flask app: python front.py 5. Access the translator in your web browser by visiting …