Real student projects — from full-stack apps to ML pipelines — that turn into interview-ready portfolios.
Capstone projects recruiters ke liye sabse strong signal hote hain — kyunki ye batate hain ki student ne kya khud build kiya hai, not just kya padha hai.
1. Full-stack attendance system with QR check-in, role-based dashboards, aur Postgres. Real college mein deploy ho toh aur strong.
2. Resume parser using NLP — PDFs read karke skills extract karta hai aur ek scoring engine deta hai. Recruiters ko relate karna easy hota hai.
3. Personal finance tracker with category prediction (ML). UPI SMS parse karke auto-categorize karna real-world value add karta hai.
4. Realtime collaborative whiteboard — WebSockets, conflict resolution aur low-latency rendering ke liye great talking points.
5. AI study assistant — RAG pipeline jo notes ke upar Q&A kare. Modern stack, AI gateway use case, aur strong demo.