Vector

(project still under development)

It is an AI-powered online tutoring platform specifically designed for the NSET (Scaler School of Technology Entrance Exam) preparation.

🚀 Features

🎯 NSET Exam Focused

• Comprehensive Coverage: All NSET exam topics and patterns
• Updated Syllabus: Latest exam format and question types
• Performance Analytics: Track your NSET preparation progress
• Success Rate Tracking: Monitor improvement over time

🤖 AI-Powered Learning

• Smart Tutoring: Personalized learning paths with Gemini AI
• Intelligent Feedback: Real-time analysis of your responses
• Adaptive Content: Questions that adjust to your skill level
• Concept Explanations: AI-generated detailed explanations

📝 Mock Tests & Assessments

• Full-Length Mock Tests: Complete NSET exam simulation
• Section-wise Tests: Focus on specific topics
• Timed Practice: Real exam conditions
• Detailed Performance Reports: Comprehensive analysis after each test

🎤 AI Mock Interviews

• Technical Interviews: Programming and problem-solving focus
• Behavioral Interviews: Soft skills assessment
• Real-time Feedback: Immediate analysis of responses
• Interview Tips: AI-powered improvement suggestions

📊 Advanced Analytics

• Progress Dashboard: Visual representation of your preparation
• Weak Area Identification: Pinpoint topics needing attention
• Time Management: Track and improve solving speed
• Comparative Analysis: See how you stack against other aspirants

🛠️ Tech Stack

Frontend

• React 18+ - Modern UI development
• Vite - Fast build tool and development server
• TypeScript - Type-safe development
• Tailwind CSS - Responsive styling
• Chart.js - Data visualization
• React Router - Client-side routing

Backend

• Node.js - Server runtime
• Express.js - Web application framework
• MongoDB - Database for user data and questions
• JWT - Authentication and authorization
• Socket.io - Real-time features

AI Integration

• Gemini AI API - Google's advanced AI for tutoring and interviews

🎯 Getting Started

For Students

1. Sign Up: Create your account with academic details
2. Take Diagnostic Test: AI assesses your current level
3. Get Learning Path: Receive personalized study plan
4. Start Learning: Begin with AI-guided tutorials
5. Practice Tests: Take regular mock tests
6. Mock Interviews: Practice with AI interviewer
7. Track Progress: Monitor your NSET preparation journey

For Educators/Admins

1. Admin Dashboard: Manage questions and content
2. Question Bank: Add/edit NSET-specific questions
3. Student Analytics: Monitor student performance
4. Content Management: Update syllabus and materials

🧪 Features In Detail

Mock Test System

// Example: Starting a mock test
const mockTest = {
  testId: "nset_full_mock_1",
  duration: 180, // 3 hours
  sections: ["quantitative", "logical", "verbal", "technical"],
  totalQuestions: 200,
  difficultyMix: "adaptive"
};

AI Interview System

// Example: AI Interview Configuration
const interviewConfig = {
  type: "technical",
  duration: 45,
  topics: ["programming", "data-structures", "algorithms"],
  difficulty: "intermediate",
  realTimeAnalysis: true
};

Analytics Dashboard

// Example: Performance Metrics
const analytics = {
  overallScore: 85,
  sectionWisePerformance: {
    quantitative: 92,
    logical: 78,
    verbal: 88,
    technical: 82
  },
  timeManagement: "good",
  improvementAreas: ["logical reasoning", "advanced programming"]
};

📚 API Documentation

Authentication Endpoints

POST /api/auth/register     # User registration
POST /api/auth/login        # User login
GET  /api/auth/profile      # Get user profile
PUT  /api/auth/profile      # Update profile

Mock Test Endpoints

GET  /api/tests             # Get available tests
POST /api/tests/start       # Start a new test
POST /api/tests/submit      # Submit test answers
GET  /api/tests/:id/result  # Get test results

AI Interview Endpoints

POST /api/interviews/start  # Start AI interview
POST /api/interviews/answer # Submit interview response
GET  /api/interviews/feedback # Get interview feedback

Analytics Endpoints

GET  /api/analytics/dashboard    # User dashboard data
GET  /api/analytics/performance  # Performance metrics
GET  /api/analytics/progress     # Progress tracking

🎨 UI Components

Dashboard

• Performance overview cards
• Recent test scores graph
• Study streak tracker
• Upcoming mock tests

Test Interface

• Question navigation panel
• Timer with warnings
• Flagging system for review
• Section-wise progress indicator

Interview Interface

• Video/audio recording capability
• Real-time transcription
• AI feedback display
• Response analysis panel

📊 Performance Metrics

Feature	Response Time	Accuracy
AI Tutoring	<2s	95%+
Mock Tests	<1s	99%+
Interview Analysis	<5s	90%+
Progress Analytics	<3s	100%

🔐 Security Features

• JWT Authentication - Secure user sessions
• Data Encryption - All sensitive data encrypted
• Rate Limiting - API abuse prevention
• Input Validation - Comprehensive input sanitization
• CORS Protection - Cross-origin request security

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

• Scaler School of Technology - For NSET exam pattern and syllabus
• Google AI - For Gemini API integration
• React Community - For excellent development tools
• All Contributors - Who help make this platform better

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Ready to ace your NSET exam? Start your preparation journey with Vector! 🚀