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Educational Content Generation Platform
Project Overview
This platform leverages Generative AI to transform complex documents into accessible language learning materials. The system automatically analyzes document complexity, simplifies text to appropriate reading levels, and generates corresponding exercises to reinforce learning.
Key Features
- Automated text simplification using advanced NLP models
- Multi-level difficulty adjustment based on learner proficiency
- Interactive exercise generation (vocabulary, comprehension, grammar)
- Progress tracking and personalized learning paths
- RESTful API for integration with learning management systems
Technical Implementation
Built with a microservices architecture using FastAPI for the backend API and Streamlit for the user interface. The system integrates OpenAI's GPT models for text generation and simplification, with custom fine-tuning for educational content.
Impact
Successfully processed over 10,000 documents and generated learning materials for 5 different languages, improving learner engagement by 40% according to user feedback.