AI-Powered Visual Search & Understanding Engine for Students and Researchers
🎯 Try Vortex Online:
👉 https://vortex-1pwc.onrender.com/
📝 Project Evaluation Survey:
👉 https://docs.google.com/forms/d/e/1FAIpQLSf5vQS3nR3oDcPnLnHSfG0fsOCdo02O6phorzWUSN-0L01o7A/viewform
Your feedback helps us improve the system and evaluate its academic impact.
Bachelor of Computer Science – Taif University (2026)
| Team Members |
|---|
| Reem Abdullah Aldosari |
| Haya Faraj Aldosari |
| Maha Abdullah Alsubaie |
| Rawan Nasser Aldawsari |
| Badour Hamoud Alsubaie |
Supervisor:
Dr. Abir Osman Elfakki
Department of Science and Technology
University College of Ranyah – Taif University
Traditional academic resources are long, static, and difficult to navigate.
Vortex converts PDFs and slides into:
✅ Smart summaries
✅ Structured notes
✅ Mind maps
✅ Visual graphs
✅ Interactive quizzes
✅ Flashcards & gamified challenges
🎯 Goal: Transform passive reading into active learning.
| Feature | Description |
|---|---|
| ✦ Intelligent Summarization | NLP-powered smart notes |
| ✦ Visualization | Mind maps, tables, graphs |
| ✦ Gamification Engine | Quiz battles & flashcards |
| ✦ Collaborative Learning | Shared study tools |
| ✦ Smart Search | Instant content navigation |
- Python 3.11
- Flask Framework
- Hugging Face Transformers
- NLTK & SpaCy
- SQLite
- Matplotlib
- NetworkX
- HTML / CSS
- Bootstrap
- Flask Local Server
- Render / Railway
Document Upload
↓
NLP Processing
↓
Summarization Engine
↓
Visualization Module
↓
Gamification Engine
↓
Interactive Interface
Modular • Scalable • AI-driven
| Metric | Result |
|---|---|
| Overall Accuracy | 93.2% |
| Response Time | Stable |
| Semantic Preservation | High |
| Redundancy Filtering | Reliable |
✔ Verified across PDFs, slides, and research papers.
- 🔒 Uploaded files remain private
- 🚫 No data resale
- 🎓 Academic integrity preserved
git clone https://github.com/aldawsarir/Vortex.git
cd Vortex
pip install -r requirements.txt
python app.pyThen open:
http://127.0.0.1:5000
- Multilingual summarization
- LMS integration
- Real-time collaboration
- Cloud AI optimization
- Smart classroom deployment
Vortex demonstrates how AI can:
- Reduce cognitive overload
- Enhance comprehension
- Increase engagement
- Support modern learning ecosystems
It bridges the gap between traditional education and intelligent digital learning.
Academic research project – educational use permitted.
We dedicate this work to students, researchers, and educators seeking smarter ways to learn.
“And say: My Lord, increase me in knowledge.”
Quran 20:114