BadrLaklach/DariPredictor-ML

An end-to-end Machine Learning web platform for accurate, data-driven real estate valuation in Morocco. DariPredictor - Moroccan Real Estate Estimator An end-to-end Machine Learning web platform for accurate, data-driven real estate valuation in Morocco. ## Overview **DariPredictor** is a modern, Full-Stack AI-powered platform specifically tailored to the Moroccan real estate market. It moves beyond subjective property pricing by leveraging a "Data-Driven", high-performance ensemble Machine Learning approach. Designed with a sleek, minimalist Glassmorphism user interface, the platform boasts a highly responsive React frontend, a blazing-fast asynchronous Python API, and a robust Stacking Gradient Boosting predictor engine. --- ## Key Features - **High-Precision Valuation:** Predicts hyper-local property prices based on engineered features including precise surface areas, neighborhoods, floor levels, and specialized amenities. - **Transparent Predictions:** Surfaces real-time prediction confidence intervals (minimum/maximum property values) and explains the calculation rationale. - **Interactive Geographic Intelligence:** Integrates dynamic Leaflet spatial selection, ensuring users can verify exact neighborhood boundaries. - **Comprehensive Analytics Dashboard:** Visualizes holistic market trends, localized listing densities, and historical price variations. - **Wizard-Style User Experience:** Fluid, state-managed React forms guided by a flawless step-by-step Glassmorphism interface. --- ## Architecture & Tech Stack DariPredictor is meticulously structured into three highly decoupled, scalable layers: ### 1. The Client Layer (Frontend) - **Framework:** React 18 powered by Vite - **Styling Native:** Custom CSS Modules & CSS Variables supporting native Dark Themes - **State Management:** React Hooks (useState, useEffect) with React Router DOM v6 - **Visualization:** Recharts & react-leaflet - **HTTP Client:** Axios for robust API polling ### 2. The API Layer (Backend) - **Framework:** FastAPI running on Python 3.13 - **Server:** …