Bridging the gap between professors and students with real-time insights
Demo: https://www.youtube.com/watch?v=OtibH1TkmZw
Education is evolving, but professors often struggle to gauge real-time student understanding during lectures or identify key learning gaps from homework. Inspired by the idea of using AI to bridge this gap, we set out to build a solution that provides professors with deeper, actionable insights—making classrooms more interactive and helping students succeed.
ClassPulse is an AI-powered assistant for professors that helps them better understand their students through two key approaches:
- Listens to live lectures and generates targeted questions
- Collects and analyzes student responses in real-time
- Provides immediate feedback on student comprehension
- Helps professors adjust their teaching on the fly
- Automated grading with detailed question-level analysis
- Identifies common mistakes and learning patterns
- Surfaces actionable insights for targeted intervention
- Saves professors countless hours of manual grading
- FastAPI for robust API development
- PostgreSQL via Supabase for scalable data storage
- OpenAI/Gemini APIs for advanced NLP capabilities
- Background jobs for homework analysis
Next.js 15 | React 19 | TypeScript | Tailwind CSS | shadcn/ui | Recharts
OpenAI API | Google Gemini Pro | Natural Language Processing | Pattern Recognition
- Summarization Accuracy: Fine-tuning AI prompts to generate meaningful insights without overwhelming users
- Real-time Processing: Optimizing the system for immediate feedback during live sessions
- Data Integration: Seamlessly combining insights from multiple sources
- Built a real-time AI system that enhances classroom engagement
- Automated homework analysis with actionable insights
- Created an intuitive interface for complex data visualization
- Integrated multiple AI models for enhanced accuracy
- Advanced techniques for educational data summarization
- Integration strategies for multiple AI models
- Real-time data processing and visualization
- Building scalable education technology
- Clone and setup environment:
git clone https://github.com/speedstorm1/treehacks25.git
cd treehacks25/treehacks-backend
python -m venv venv
source venv/bin/activate # Windows: venv\Scripts\activate
pip install -r requirements.txt- Configure environment variables in
.env:
SUPABASE_URL=your_supabase_url
SUPABASE_KEY=your_supabase_anon_key
GOOGLE_API_KEY=your_google_ai_api_key
OPENAI_API_KEY=your_openai_api_key- Start the server:
uvicorn main:app --reload --port 8000- Install dependencies:
cd ../treehacks-frontend
npm install- Configure environment variables in
.env.local:
NEXT_PUBLIC_SUPABASE_URL=your_supabase_url
NEXT_PUBLIC_SUPABASE_ANON_KEY=your_supabase_anon_key- Start development server:
npm run devVisit http://localhost:3000 to see the app in action!
- Enhanced Student Insights: Long-term performance tracking across assignments
- Student Engagement Tools: Interactive features for personalized feedback
- Broader AI Integration: Support for new models and improved accuracy
- Analytics Dashboard: Advanced visualization of learning patterns
- Mobile Support: Real-time insights on the go
GET /api/sessions # List all sessions
POST /api/sessions # Create new session
GET /api/sessions/{id} # Get session details
GET /api/sessions/{id}/stats # Get session statistics
GET /assignment # List assignments
POST /assignment # Create assignment
GET /assignment/{id} # Get assignment details
GET /assignment/{id}/insights # Get assignment insights
GET /api/topics # List topics
POST /api/topics # Create topic
PUT /api/topics/{id} # Update topic
DELETE /api/topics/{id} # Delete topic
We welcome contributions! Please follow these steps:
- Fork the repository
- Create your feature branch (
git checkout -b feature/AmazingFeature) - Commit your changes (
git commit -m 'Add some AmazingFeature') - Push to the branch (
git push origin feature/AmazingFeature) - Open a Pull Request
This project is licensed under the MIT License.
- Built with ❤️ during TreeHacks 2024
- UI components from shadcn/ui
- AI features powered by OpenAI and Google's Gemini Pro
Made with 🌟 by Team ClassPulse