AI/ML Engineer specializing in GenAI, Edge AI & MLOps. Co-Founder of Marea Software, a boutique engineering studio. Currently architecting PNRR-funded safety systems and AI solutions for Leonardo S.p.A. integrations.
KladML | MLOps & Workflow Orchestration Framework
A modular CLI-first framework to automate the full ML lifecycle.
- Universal Training: native Multi-GPU/DDP support via HF Accelerate.
- Config-as-Code: Hierarchical hyperparameter management with Pydantic.
- Reliability: Built with strict Test-Driven Development (TDD).
- TUI Monitoring: Real-time terminal dashboard for training metrics and hardware health.
SENTINELLA (PNRR Project)
Lead Architect for a multi-modal safety system preventing driver emergencies:
- GluFormer: Probabilistic time-series forecasting for metabolic monitoring.
- Edge Gateway: Dual-mode inference (TorchScript/LoRA) with "Midnight Fine-tuning" on Apple Silicon/Edge devices.
- AMR Mission Scheduler: Redesigned robot coordination using Layered Architecture and Repository Patterns for 24/7 fleet stability.
- Production Analytics: Developed publication-quality KPI dashboards using plotnine (ggplot) and Streamlit.
🌊 Marea Software | Engineering Boutique
As Co-Founder and Lead Engineer, I design and deploy mission-critical software for institutional and high-stakes sectors.
- Forenscribe: A secure, microservice-based ecosystem (FastAPI/GCP) for forensic audio analysis. Features NVIDIA NeMo diarization and E2E encryption, developed for court-appointed experts.
-
ArgelApp: A cross-platform accessibility navigation system (Flutter/Laravel) for the Municipality of Argelato, featuring a custom
$A^*$ pathfinding engine for mobility-constrained routing. - 3D & Full-stack: Immersive web interfaces and scalable architectures using Three.js, Vue.js, and Node.js.
| Project | Key Technologies | Repo Link |
|---|---|---|
| TimeLens (CVPR 2021) | Event-based Vision, MPS, Apple Silicon | 🔗 Link |
| CineWisdom | KBRS, SPARQL, Multi-Armed Bandits | 🔗 Link |
| Complex Networks | NetworkX, EPL Centrality Analysis | 🔗 Link |
| FuzzyRoute (Thesis) | Fuzzy Logic, WebGIS, AWS | 🔗 Link |
| MCDA Ranking | ELECTRE-III, Decision Science | 🔗 Link |
| MnistANN | NumPy, Backprop from scratch | 🔗 Link |
| Privacy Protection | Oblivious Transfer, ElGamal | 🔗 Link |
- AI/ML: PyTorch, Transformers (LoRA), vLLM, Computer Vision, RAG, Knowledge Graphs (SPARQL).
- MLOps: KladML (Creator), MLflow, Polars, Pytest (TDD), Docker Compose, GitHub Actions.
- Systems: FastAPI, Laravel, SQL (PostGIS), RabbitMQ, Redis, J1939/CAN-bus, TorchScript (Edge AI).
- Visualization: plotnine (ggplot), Plotly, Three.js/TresJS.
- LinkedIn: linkedin.com/in/mar-russo/
- Email: mar-russo@outlook.com
- Agency: marea.software
"Transforming complex algorithms into scalable industrial systems."