Skills · the table by level

What I can really do

「努力」 DORYOKU · effort

Mastered

Every skill is proven by a project: no percentage bars, no "90% in Python". One level, one proof.

3. Bc4 Bc5

the egg · before the degree
The Black Panther spark
A film, a set: an Africa that builds its own technology. That is where the direction comes from.
the caterpillar · year one, AI degree
The dream gets a syntax
Mathematics, code, first lines of Python. First team projects: Woezo App (university carpooling, end-of-year project) and Medipass in Java.
the chrysalis · the first models
Six datasets in a row
Churn of 7,043 customers, RFM segmentation at 0.927 silhouette, diabetes, wines, sales, football.
taking flight · 2026
Back to the real world
2nd prize at the HACKBYIFRI hackathon with SkillZ, in 48 hours. A fine-tuned YOLOv8 that finally sees distant vehicles (+469%). A regression that studies West African harvests.
the next episode · tomorrow
Intelligence inside objects
Data science first, embedded AI next: taking models out of servers, in the service of problems that really exist, starting with the ones here.