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samuelGodad/Amharic_Spell_Checker

Domaine:

natural language processing

Type de record:

software
Créateur:
sam
Hôte:
# Amharic Spell Checker A powerful spell checking solution for the Amharic language, built with FastAPI and React. ## 🌟 Overview This simple amharic spell-checking solution designed specifically for the Amharic language. It addresses the unique challenges of Amharic as a low-resource language by providing intelligent spelling assistance through advanced natural language processing techniques. The system aims to enhance writing accuracy and efficiency for Amharic text content. ## ✨ Key Features - 🚀 **UltraFast Error Detection** - Efficient and quick spell checking - 🧠 **Context Aware Suggestion** - Intelligent suggestions based on context - 🏷️ **Part of Speech Tagging** - Accurate grammatical analysis - 🔌 **API Interface** - Easy integration with other applications ## 🛠️ Tech Stack ### Backend - Python 3.x - FastAPI - PyTorch - Natural Language Processing Tools ### Frontend - React - Vite - Material-UI - Axios ## 🚀 Getting Started ### Prerequisites - Node.js (v14 or higher) - Python 3.x - pip - Git ## 📁 Project Structure ``` ├── Amharic-spell-checker/ ├── backend/ │ ├── src/ │ │ ├── spell_checker.py │ │ ├── spell_checker_pos.py │ │ ├── edit_distance.py │ │ ├── ngram.py │ │ ├── file_reader.py │ │ ├── tokenizer.py │ │ ├── normalizer.py │ │ ├── dictionary.py │ │ ├── utils.py │ │ ├── preprocessing.py │ │ └── main.py │ │ │ ├── models/ │ │ ├── am_pos_model.pt │ │ ├── bigram_model.pt │ │ └── trigram_model.pt │ │ │ ├── data/ │ │ ├── amharic_dictionary.txt │ │ └── amharic_corpus.txt │ │ │ ├── tests/ │ │ ├── test_edit_distance.py │ │ ├── test_normalizer.py │ │ ├── test_preprocessing.py │ │ └── test_spell_checker.py │ │ │ ├── requirements.txt │ └── README.md │ └── frontend/ ├── src/ │ ├── assets/ │ ├── App.jsx │ └── main.jsx │ ├── public/ ├── index.html ├── package.json └── vite.config.js ``` ### 🔧 Setup #### Backend 1. **Navigate to the backend directory**: ```sh cd backend ``` 2. **Install the required dependencies**: ```sh pip install -r requirements.txt ``` …