This repository contains the Bachelor's Engineering Thesis project titled: "Learning module with conversational educational system", developed at the Faculty of Mathematics and Information Science (MiNI) of Warsaw University of Technology.
The system is a modular, RAG-based (Retrieval-Augmented Generation) assistant designed to enhance the digital learning experience within the Moodle LMS by bridging the gap between traditional Learning Management Systems and modern Generative AI.
- University: Warsaw University of Technology (Politechnika Warszawska)
- Faculty: Faculty of Mathematics and Information Science (MiNI)
- Supervisor: dr inż. Anna Wróblewska
- Thesis Type: Bachelor's Engineering Thesis (Praca Inżynierska)
- Anna Ostrowska
- Gabriela Majstrak
- Jan Opala
The project follows a decoupled architecture, ensuring scalability and independent maintenance of each component.
- Backend: Core layer implemented in Python (FastAPI). Handles document ingestion, OCR, chunking, and the RAG pipeline using ChromaDB.
- Frontend: Interactive dashboard built with Next.js & React. Provides the chat interface, quiz module, and learning progress visualization.
- Moodle Plugin: Native PHP plugin (
mod_chatbot). Acts as the integration bridge between the system and the Moodle platform. - Parameter Tests: Dedicated repository for experiments on different LLM parameters and embedding configurations.
- Context-Aware Chat: Students receive answers based strictly on course materials provided by teachers to eliminate hallucinations.
- Automated Quiz Generation: AI analyzes course content to generate personalized quizzes based on Bloom's Taxonomy.
- Advanced Data Ingestion: Automated extraction of text from various formats.
- Multi-Model Support: Integration with various LLMs and embedding models.
- Dashboard Analytics: Visualization of student learning progress, material coverage, and history of interactions.
- Git
- Docker & Docker Compose
- Node.js (for frontend development)
- Python 3.12+ (for backend development)
Since this repository uses Git Submodules, you must clone it using the --recursive flag to pull all components:
git clone --recursive [https://github.com/EduTechBots/Learning-module-with-conversational-educational-system.git](https://github.com/EduTechBots/Learning-module-with-conversational-educational-system.git)
cd Learning-module-with-conversational-educational-systemDeveloped for a diploma thesis at Warsaw University of Technology.