Joël Hamilcaro, Data Scientist & Full-Stack Engineer
Co-founder of Gros Gradient
Joël Hamilcaro
Data Scientist & Full-Stack Engineer
A few facts
- Inventor of a patented AI for aeronautics
- 2nd place worldwide, NLP · Orange Silicon Valley
- Automation of hospital monitoring for the Paris 2024 Olympics
- Dual master's in mathematics and computer science
I prototype and ship AI engines, data pipelines and web interfaces for teams that need a reliable result, fast.
What I deliver
From scoping to production: AI and data systems ready to use, without technical friction.
AI engines
Semantic matching, RAG, scoring and automation models, from prototype through to production.
Data & scoring
Time series, prediction, data pipelines and dashboards your teams can actually use.
Web interfaces & sites
Web interfaces, static or administrable sites (WordPress or equivalent CMS), FastAPI backends, Docker and Kubernetes. SEO, performance and accessibility.
Selected work
A few missions

Gros Gradient
Co-founder · Data Scientist & Full-Stack · 2025 – Present
Micro-agency specialised in AI, data science and software engineering. We design, architect and ship AI engines, data tools and web interfaces, from scoping to turnkey delivery.
Learn moreGros Gradient work & products
OSMOZ-IT: semantic matching
20 Jun 2025Design and deployment of a semantic matching solution to identify TV series episodes. OpenSearch, multilingual embeddings, REST API and turnkey delivery with a comparative model benchmark.
NLP · Semantic search · OpenSearch · Vector search · Multilingual
Learn moreColandix
5 Jul 2026Open-source Python library. LLM I/O sanitisation. Aligned with ANSSI guidance (PA-102) for secure exchanges with language models.
LLM · PII · Security · ANSSI · Python
Learn moreAdministrable sites for sports associations
1 Sep 2025Modern, administrable sites for sports associations, in the same spirit as WordPress or equivalent CMS solutions: self-serve content management, responsive, SEO, performance and accessibility optimized. Built with Next.js.
Next.js · Web · Administrable · Responsive · SEO · Accessibility
Learn moreShowcase sites for local trades and services
2025Sites built around getting in touch (phone, WhatsApp), with services, pricing and coverage area. Designed for local search and a simple quote request.
Next.js · Web · Local SEO · Lead capture
Learn more

AP-HP
Data Scientist · Medical & Public Health · 2023 – 2025
Predictive hospital capacity analysis (time series). Scoring models for post-Covid follow-up and Paris 2024 Olympics hospital activity. Generative AI for ICD-10 medical coding. Relational architectures and PMSI data pipelines.
Transformers · PyTorch · TensorFlow · spaCy · Spark · Pandas · PostgreSQL · CI/CD
Learn more
Safran Aircraft Engines
Data Scientist · Villaroche · Apr. – Sept. 2022
Data science for aircraft engine maintenance. Design of a patented AI for process optimization.
Python · Optimization · Modeling · Simulations
Learn more
Orange Silicon Valley
International NLP competition · 2023
2nd place in an international NLP competition at Orange Silicon Valley (California). Associated publication on ACL Anthology.
NLP · Deep Learning · Research
Learn moreJourney
Experience, education and commitment.
Experience
2025 – Present
Co-founder of Gros Gradient · Data Scientist & Full-Stack Engineer
Paris
At Gros Gradient: Osmoz-IT semantic matching, Colandix (LLM I/O sanitisation / ANSSI), administrable sites for sports associations and showcase sites for local trades and services.
2023 – 2025
Data Scientist · Medical & Public Health
AP-HP Headquarters · Paris
Hospital capacity, post-Covid and Paris 2024 scoring, generative AI for ICD-10, PMSI pipelines.
Apr. – Sept. 2022
Data Scientist
Safran Aircraft Engines · Villaroche
Predictive engine maintenance. Patented AI for process optimization.
Education
2020 – 2022
Dual Master's Maths & CS · Data Science
Université Paris-Cité · High Honors
2017 – 2020
Dual Bachelor's Mathematics & Computer Science
Université Paris-Cité
Community commitments
Federal karate instructor, 2nd Dan Shotokan (FFKDA)
- Classes for kids, teens, adults and babies
- National coach
- Black belt exam jury
Skills
The stack I use to ship to production.
Machine Learning & AI
- Machine Learning
- Deep Learning
- NLP
- Computer Vision
- Time Series
- Risk Scoring
- Generative AI
- Anomaly Detection
Databases & data
- SQL
- PostgreSQL
- MySQL
- NoSQL
- Spark
- Pandas
- ER modeling
- Pipelines
Languages
- Python
- TypeScript
- JavaScript
- R
- Java
- C++
- SQL
Tools & production
- Next.js
- React
- FastAPI
- Docker
- Kubernetes
- Git
- GCP
- Azure ML
- Airflow
- MLflow
- Databricks
- CI/CD
Let's work together
Need a POC industrialized, an AI engine scoped, an interface shipped to production, or a site built? Write to me. I reply quickly.