MLOps / DevSecOps Engineer · France
I take machine learning systems to production and keep them running: CI/CD pipelines, hardened and reproducible infrastructure, monitoring and alerting. Computer Science Engineer with an AI background and professional experience in medical and industrial environments.
Focus
- CI/CD for ML: automated training, packaging, testing and deployment pipelines
- Reproducible infrastructure: infrastructure as code with Nix / NixOS and Terraform
- Operations: rollouts, health checks, metrics, dashboards and alerting with Prometheus / Grafana
- Security: hardened NixOS builds, least-privilege access, secrets and supply-chain hygiene
- Lean ML: lightweight, interpretable models that are cheap to run
ManPan is an interactive map of 300+ decorative manhole covers across 45 Japanese prefectures — not just Poké Lids, but private and open-access photo contributions too. Add your own find via EXIF GPS, OCR and an on-device classifier. Live demo |
This Number Does Not Exist Classical-ML handwritten digit generation (PCA, KDE, rejection sampling). A lightweight alternative to GANs, running in the browser. Live demo · Article |
Procedural Terrain Generator 3D Real-time 3D terrain with a C / WebAssembly core and Three.js / GLSL rendering. Multiple biomes, animated water, dynamic sky, OBJ export. Live demo |
Quantum Diffraction Simulator Real-time diffraction pattern simulator in WebGL shaders and Three.js. Double-slit, multiple-slit and cross interference. Live demo |
Contributing to Grafana, Grist and Securix.
- When Kids Radiate: Low-Resolution Thermography for Total Energy Expenditure Estimation in Pediatric Patients. First author. IEEE Open Journal of Engineering in Medicine and Biology, 2026. doi:10.1109/OJEMB.2026.3667036
- Generating images without neural networks: a probabilistic approach. How PCA, KDE and rejection sampling replace a GAN for MNIST-style generation.
Languages
Machine learning
Containers & orchestration
Infrastructure & CI/CD
Monitoring
Security
- Building a reference MLOps project: containerised training, model serving and monitoring wired through CI/CD
- Going deeper on Kubernetes and GitOps (ArgoCD)
- Open to collaboration on MLOps, DevSecOps and Platform Engineering problems
More at sofianebeloucif.com.