ishl250/NyumbaSense

Founded in Kigali, Rwanda, NyumbaSense AI is on a mission to revolutionize real estate valuation across Africa using cutting-edge artificial intelligence technology. # NyumbaSense AI **Intelligent Property Valuation for Africa** NyumbaSense AI is an AI-powered real estate valuation platform built for ABZ Company. It leverages machine learning to provide accurate property price predictions, market analytics, and transparent valuation for the Rwandan real estate market. ## Features - **AI Price Prediction** - Advanced ML algorithms predict property values with 94%+ accuracy - **Property Listings** - Browse, search, and filter properties with AI-verified valuations - **User Roles** - Admin, Seller, Buyer, and Trainer with role-specific dashboards - **ML Training Pipeline** - Upload datasets and train models via a web interface - **Interactive Dashboards** - Role-based dashboards with real-time analytics - **Responsive Design** - Fully responsive UI that works on mobile, tablet, and desktop - **PWA Support** - Installable as a Progressive Web Application - **Fraud Detection** - Auto-flag suspicious pricing with AI analysis - **Market Analytics** - District-level insights and price trend visualization - **JWT Authentication** - Secure token-based authentication with role-based access ## Tech Stack ### Frontend - **React 18** - UI library - **Vite** - Build tool and dev server - **Tailwind CSS** - Utility-first CSS framework - **Framer Motion** - Animation library - **React Router v6** - Client-side routing - **React Query** - Server state management - **Recharts** - Chart visualization - **Zustand** - Client state management - **React Hook Form** - Form handling - **Lucide React** - Icon library - **Axios** - HTTP client ### Backend - **Flask** - Python web framework - **SQLAlchemy** - ORM for database operations - **Flask-JWT-Extended** - JWT authentication - **Flask-Bcrypt** - Password hashing - **Flask-CORS** - Cross-origin resource sharing - **Gunicorn** - Production WSGI server ### Machine Learning - **Scikit-learn** - ML algorithms and preprocessing - **Pandas** - Data manipulation - **NumPy** - Numerical computing - ** …