jkeza1/aipowered

AI-Powered. Rwanda's trusted goverment portal for instant, secure and accurate document verification # Irembo AI-POWERED **Automate, verify, and secure government document workflows with advanced AI and robust PHP/Python integration.** Access the Deployed Application --- ## Table of Contents - About - Live Demo - Features - Project Structure - Installation - Usage - Tech Stack - Screenshots - Environment Variables - Contributing - License - Authors - Acknowledgements --- ## About Irembo AI-POWERED addresses the challenge of document fraud in government services by combining ML-based forgery detection with a full citizen/admin workflow. The system automates verification, reduces manual review, and increases trust in digital document processing for government and public sector applications. --- ## Live Demo Access the Deployed Application --- ## Features - **AI Document Forgery Detection** (EfficientNetB0, TensorFlow 2.x) - **Unified Admin Dashboard** for all document types - **Automated Email Notifications** (PHPMailer) - **Role-based Access** (Admin/Citizen) - **Extensive Dataset Support** (CASIA2, Synthetic, Real Samples) - **Modular PHP Backend** for easy extension - **FastAPI Python Service** for ML inference - **Secure Database Integration** (MySQL) - **Comprehensive Testing & Reporting** --- ## Project Structure ``` / ├── adminsection/ # Admin panel, document management, models │ ├── models/ # Trained ML models (.keras, .pkl) │ ├── sectionincludes/ # Admin PHP includes │ └── ... # Document type folders, PHP scripts ├── backendcodes/ # PHP business logic, DB connection, PHPMailer ├── CASIA2/ # Forensic dataset (Au/Tp) ├── citizensection/ # Citizen portal (empty/placeholder) ├── css/, js/, scss/ # Frontend assets ├── database/ # SQL files, DB scripts ├── output/ # Model outputs, plots ├── samples_documen …