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TM-Squared/README.md

Malaury Toussi

Data & Software Engineer · MLOps

I build the part of the system nobody puts in the demo — the pipelines, the deploys, the dashboards that light up at 3am so a human doesn't have to.

Most of my work lives in the messy middle, where data, models and infrastructure have to actually run together — and keep running on a Tuesday morning, three months after launch. I did a CS engineering degree, then an MSc in AI, Data & MLOps at Télécom Paris (Institut Polytechnique de Paris), and I've spent it mostly on data-heavy systems where a wrong number or an hour of downtime isn't a rounding error.

I care less about the version that demos well, more about the version that's still standing when nobody's watching.

What I'm actually good at

  • Turning messy sources into data you can trust — and that complains loudly instead of failing silently
  • Getting ML models out of notebooks and into services that stay versioned, reproducible and watched in prod
  • Infrastructure you can mostly forget about: containers, IaC, repeatable deploys
  • Wiring up observability so problems show up on a graph, not in an angry message

Currently

  • Building gintou
  • Going deeper on MLOps / LLMOps and platform reliability
  • Open to freelance & consulting on data / ML problems

Tools I reach for

Data & ML Apache Airflow Apache Spark MLflow Kubeflow PyTorch scikit-learn

Cloud & DevOps AWS GCP Docker Kubernetes Terraform

Backend Python C# Java FastAPI SQL

Stores & streaming PostgreSQL TimescaleDB Elasticsearch Kafka

Observability OpenTelemetry Grafana Prometheus

Certifications

Python Certified (PCAP) · AWS Certified Cloud Practitioner · Smart Analytics, ML & AI on Google Cloud · Scrum Fundamentals (SFC)

Find me

🇫🇷 Français (native) · 🇬🇧 English (B2)


"Works on my machine" means I'm only halfway done.

Pinned Loading

  1. VMForge VMForge Public

    VMForge - Quick VM creation tool with KVM/QEMU. Create and launch VMs in seconds with interactive or CLI modes.

    Shell

  2. finder finder Public

    Finder - Outil d'indexation et recherche de documents sur CLI

    Rust

  3. Velib_Weather Velib_Weather Public

    Python

  4. ML_Reproducibility_Challenge ML_Reproducibility_Challenge Public

    Jupyter Notebook

  5. Project_Visualisation Project_Visualisation Public

    Jupyter Notebook

  6. mlops_image-classification mlops_image-classification Public

    Projet MLOps: Classification d'images

    Python