Automotive mechanics
Hands-on work
Diagnose a fault, observe symptoms, test a hypothesis. Automotive mechanics taught me to check a cause before replacing a part.
About / Tanguy Pauwels
From mechanics
to ML Engineering.
Moving into software and then ML, I kept the same approach: start with the system’s actual behavior, isolate the issue, measure and iterate.
Data / Development
Software
I moved into software development, then data: building applications, preparing datasets and isolating what blocks their processing.
ML Engineering
Models
Today, I design Document AI and Computer Vision pipelines, integrate models into applications and run JEPA experiments. I measure gains and regressions before keeping a change.
Explanation is part of the work
Explain models and their limitations.
Through Pauwels_ml, I publish animations about ML, Deep Learning and their mathematics on Instagram and YouTube. I am building LINIA to reuse animation primitives; interactive technical articles are in preparation.
Available for freelance projects
Need to improve an ML prototype?
Describe the errors you observe, the data available and your deployment constraints. We can define the next steps and the results to measure.
Contact meSaint-Étienne · Lyon · Remote · Available for freelance work · quotes on request