ML engineering
Getting a model out of a notebook and keeping it working. I build the APIs, pipelines, tracking and drift checks that production needs.
Hi, I'm Man
I build ML systems that ship.
I'm a data and AI engineer in Paris. For the past three years I've worked in research, consulting and industry, taking models out of notebooks and into production, and making them cheaper to run.
What I do
Experience →Data science
Forecasting, recommendation and A/B testing. I care about honest validation and results that someone outside the team can act on.
Efficient & responsible AI
How much a system costs in time, money and carbon, and whether a model is fair and compliant. I worked on both at DVRC, Wavestone and Stellantis.
Live demos
All demos ↗Small apps you can use right now. They sleep when nobody is using them, so the first load can take a few seconds.
LiveExperimentation
A/B Test Analyser
Your test looks like a winner. Check it ten times and 1-in-5 winners are noise.
StatisticsExperimentationBayesian
Launch ↗
LiveModel Evaluation
Five-Day Direction: An Honest Evaluation
A market model that scores 0.75 on paper — and nothing once you test it honestly.
Time SeriesWalk-Forwardscikit-learn
Launch ↗
LiveML Efficiency
ML Training Carbon Calculator
Move a training run to a cleaner grid and watch 92% of its carbon disappear.
Sustainable AIMLOpsData Viz
Launch ↗
Hiring for ML or data science?
I'm looking for a full-time ML Engineer or Data Scientist role in Paris or remote, and I can start now. Send me an email.