
1st place
Samsung Innovation Campus Capstone Project
Samsung Algeria · Jan. 2026

The challenge
Much of the revision for the Algerian Baccalaureate now happens on YouTube. For our Samsung Innovation Campus capstone, the four of us set out to understand which Bac lessons engage students, and why.
My contribution
I built the data side of the pipeline: collecting the lessons through the YouTube Data API, the filter that keeps only Bac content, the engagement features and the predictive model. I also proposed extracting best practices from the collected data, which a teammate built into the recommendation agent.
The outcome
Our team won first place. Afterwards I prepared the project for an open-source release as BacStage.
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