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BTBalbino Tchoutzine

Computer Engineering student at ENSPY, building applied AI for development across computer vision, geospatial ML, and low-resource NLP, with a particular focus on Africa

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Blog & Articles

Sharing knowledge about AI and my experiences

Predicting Chad's crop yields from satellite data | 1st place (private LB) in a Zindi challenge
August 21, 2026AIMachine Learning

Predicting Chad's crop yields from satellite data | 1st place (private LB) in a Zindi challenge

How I finished 1st on the private leaderboard of a Zindi challenge predicting crop yields in Chad, with a 5-model tree ensemble, sequential 2024 to 2025 inference, and zero external data.

8 min readRead more →
Gardienne: an AI shield against cyberharassment | 2nd place at the Girls in STEAM hackathon
July 14, 2026AICyberharassmentProject

Gardienne: an AI shield against cyberharassment | 2nd place at the Girls in STEAM hackathon

At the Cameroonian Girls in STEAM hackathon, I built Gardienne to give girls facing cyberharassment in Cameroon a way to understand, prove, and act. The story of a project, and a 2nd place.

10 min readRead more →
TCHOUTZIFY: give meaning to every track and build your mood playlists
May 4, 2026AIProject

TCHOUTZIFY: give meaning to every track and build your mood playlists

From Kanye West to a full music agent: how the frustration of not understanding a song pushed me to build TuneZine AI, a 100% free n8n agent that analyzes your music in real time.

8 min readRead more →
NLP 4 MEDUMBA : why I want to preserve Medumba with AI
April 7, 2026NLPPersonal

NLP 4 MEDUMBA : why I want to preserve Medumba with AI

Medumba is my mother tongue. 210,000 speakers, zero digital tools. Here's why I want to change that with AI.

4 min readRead more →
Understanding Overfitting and Underfitting in Machine Learning
October 25, 2024Machine LearningTutorialComing Soon

Understanding Overfitting and Underfitting in Machine Learning

A complete guide to understanding and avoiding overfitting and underfitting in your ML models

5 min read
[█░░░░░░░░░] 5% : Training... Toward ML Research Engineering
September 15, 2024PersonnelIAComing Soon

[█░░░░░░░░░] 5% : Training... Toward ML Research Engineering

I've been in the AI trend since 2021, not by hype. My journey, let me explain.

5 min read