PROBLEMS FACED : Students passively watch videos without testing understanding, Teachers spend excessive time creating quizzes manually, No efficient tools to convert video content into assessments, Lack of quick revision and retention-check systems, No automated pipeline for video → quiz generation with timestamps.

💡 SOLUTION :

IntelliClass provides a fully automated video-to-assessment pipeline:

👨‍💼 Admin Module User roles & permission management Curriculum & course structuring Analytics dashboards for performance insights Activity tracking and audit logs

👩‍🏫 Teacher Module Classroom management (students, schedules, resources) Live MCQ quiz builder with gamification Document digitization (Word/PPT → digital content) Real-time polls for engagement Video meetings (Jitsi integration)

👨‍🎓 Student Module Personalized performance dashboard Leaderboards for competitive learning AI-powered study assistance Quiz generation from YouTube links Interactive transcripts with search & navigation Discussion forums for peer learning

Core Features : Video → Quiz Automation (main USP) Transcript-based question generation Timestamp-linked learning Real-time analytics & feedback Personalized learning insights Gamification via leaderboards

Tech Stack : Frontend & Backend: MERN Stack (MongoDB, Express, React, Node.js) AI Integration: Custom Local NLP (Rule-Based), Fuzzy Matching Algorithm & Google Gemini API (quiz generation & summarization) Search & Content: SerpApi (YouTube transcripts) Speech-to-Text: Deepgram API Realtime: Socket.io (live interactions) Meetings: Jitsi Meet Deployment: Vercel (frontend), Render (backend)

🔁 How It Works (Flow) User inputs a YouTube link or uploads content Transcript is fetched or generated AI processes content → extracts key concepts Quiz is automatically generated Students attempt quiz → performance tracked Insights & feedback are generated in real-time

Impact : Saves hours of manual quiz creation Increases student engagement and retention Enables data-driven learning Bridges gap between content consumption & understanding

Future Scope : Adaptive learning paths based on performance Multi-language support Integration with LMS platforms Advanced analytics for institutions Offline learning + mobile ap

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