My Projects
Explore my portfolio of Secure On-Premise AI solutions, MLOps implementations, and robust software architectures.
NotationAI — Industrial AI Scoring System
Architected a production-grade, two-stage AI pipeline for automated evaluation processing in an air-gapped intranet. Features a fairness filter using LLMs for semantic refactoring and a high-performance quantized CamemBERTav2 engine for real-time inference on CPU.
Secure On-Premise LLM Infrastructure
Integrated Large Language Models into a private intranet environment using local inference engines (Ollama) and n8n orchestration. Built secure RAG pipelines with PostgreSQL VectorDB for document summarization and judicial assistance without cloud exposure.
MIW — Bio-Chaotic Medical Steganography
Developed a VAE-GAN-based medical image watermarking system for PhD research. Implemented bio-chaotic encryption for secure payload embedding, achieving high PSNR (>51dB) and low BER on industrial GPU hardening runs (RTX 5090).
P.P.A — Training Management Platform
Full-stack platform for HACCP/Qualiopi-compliant training organizations in France. Features automated registration flows, funding management, QCM scoring, and email notifications. Built with Next.js 15+ and PostgreSQL.
GestAut — Real-Time Gesture Recognition
High-performance gesture detection platform using YOLO11 and YOLOv8 models. Built with a FastAPI microservices backend for GPU inference and a React frontend for real-time webcam interaction.
NLP MLOps Spam Detection System
End-to-end MLOps pipeline for French text classification. Includes DVC-tracked data versioning, ONNX optimization for CPU inference, and Prometheus-based monitoring for model drift detection.
National Administrative Platform
Led the development of a national platform for managing administrative requests using a microservices architecture. Implemented secure RBAC systems, Node.js/Express backends, and Alfresco API integration for document management.
Personnel Assignment Optimization (MIP)
Designed and implemented automated personnel assignment models using Mixed-Integer Programming (MIP). Solved complex combinatorial optimization problems with PySCIPOpt, significantly reducing manual scheduling overhead.
GPU-Accelerated Face Recognition
Face detection and recognition system using InsightFace (ResNet100). Features real-time inference on ONNX Runtime GPU and a desktop client for person registration with 512-dim embeddings.
Bodycame — Secure VMS with Geolocation
Video Management System for body camera footage featuring homography-based geolocation mapping. Implements AES-256 encryption, RBAC, and secure audit logging for standalone Windows deployment.
Explainable AI Bank Fraud Detection
XAI-focused fraud detection system using a 7-dimensional feature engineering pipeline. Achieved high Precision (0.90) while ensuring full model traceability for financial regulatory compliance.
Sorec — Equine Image Analysis Dashboard
Computer vision pipeline for horse marking identification. Features HSV color segmentation, morphological cleanup, and an automated 2x2 analysis dashboard for veterinary reporting.