ibtissammanadir/Traduction-anglais-darija

# Darija Translator Project Welcome to the Darija Translator Project README! This project focuses on creating an automatic translation system for Darija, a dialect widely spoken in Morocco. Our goal is to bridge the communication gap between Darija speakers and those unfamiliar with the language, facilitating intercultural communication and promoting linguistic and cultural diversity in Morocco. ## Getting Started This project is an ambitious effort by engineering students from the Ecole Nationale des Sciences Appliquées de Marrakech, aiming to develop an English-Darija automatic translator using advanced natural language processing and machine learning techniques. ### Project Overview Darija, while rich in culture, presents unique challenges for automatic translation due to its distinctive vocabulary, idiomatic expressions, and syntactic structure. Our project addresses these challenges by developing a system that not only translates English to Darija but also captures the nuance and essence of the local dialect. ### Technical Approach We utilized Python for its rich ecosystem of libraries suitable for data analysis, machine learning, and natural language processing, including Numpy, Torch, and others. Our approach combines data preprocessing, model training with encoder-decoder architecture, and performance evaluation to create a functional and effective translation tool. ## Features - **Home Page:** Offers an introduction to the application, showcasing Moroccan culture and providing access to the translation page. - **Translation Page:** Users can input sentences to be translated from English to Darija, facilitating communication. - **Underlying Structure:** Utilizes a class and sequence diagram to delineate the project's architecture and functionalities. ## Algorithmic Study The core of our project revolves around data collection and preprocessing, the development of encoder-decoder models, and training methodologies that include teacher forcing and p …