Herve Fabrice Ouandji
@hervefabriceouandji
I build production-ready machine learning, NLP, computer vision, and data pipeline solutions in Python.
What I'm looking for
I've built machine-learning fraud detection for the General Customs Directorate, proposed AI-based PDF segmentation for Orange Money Cameroon, and developed Kinyarwanda text normalization within NVIDIA NeMo at Digital Umuganda.
I'm completing an M.Sc. in Data Science at the National Advanced School of Engineering of Yaoundé, where I was top of my class. My work spans Python, NLP, computer vision, ETL/ELT pipelines, relational and NoSQL databases, FastAPI, and production-oriented AI systems including multi-agent predictive maintenance.
Experience
Work history, roles, and key accomplishments
ML Engineer Intern
Horux
Feb 2026 - Sep 2026 (7 months)
Fine-tuned computer vision models and built high-quality datasets through image annotation (CVAT). Worked on the conception of multi-agent systems in transport with MCP.
ML Engineer Intern
Digital Umuganda
Jan 2026 - Jun 2026 (5 months)
Designed and implemented a rule-based Kinyarwanda text-normalisation system (Weighted Finite-State Transducers) within the NVIDIA NeMo framework. Covered nine semiotic classes with full noun-class morphological agreement, a robust, production-ready NLP pipeline.
Digital Archivist Intern
Orange Money Cameroon S.A
Sep 2025 - Nov 2025 (2 months)
Proposed an AI-based PDF segmentation system using object detection to automate digital archiving.
AI Intern
General Customs Directorate – IT Division
Jul 2025 - Sep 2025 (2 months)
Built a machine-learning fraud-detection system (logistic regression, RandomForest, XGBoost) with data balancing to improve prediction reliability. Applied SHAP for model explainability, supporting decision-making with the business teams.
Backend Developer
WorlDev Solution
May 2024 - Dec 2024 (7 months)
Implemented secure back-end systems using Laravel and API integration techniques.
Backend Developer
Kaisen SARL
Apr 2024 - Oct 2024 (6 months)
Developed scalable REST APIs with FastAPI and PostgreSQL for data-driven applications.
Education
Degrees, certifications, and relevant coursework
National Advanced School of Engineering of Yaoundé
Master of Science in Engineering, Data Science
2024 -
Pursuing a Master's degree in Data Science, specializing in machine learning, statistical modelling, NLP, and computer vision.
National Advanced School of Engineering of Yaoundé
Bachelor of Engineering, Data Science
2023 - 2024
Completed a Bachelor of Engineering in Data Science, focusing on data engineering and machine learning.
University of Yaoundé I
Bachelor of Science, Computer Science
2019 - 2023
Earned a Bachelor of Science in Computer Science, building a strong foundation in computing and software development.
Campsic Mendong Yaoundé
GCE A Level, General Studies
2017 - 2019
Completed GCE A Level studies, preparing for higher education in science and technology.
Availability
Location
Authorized to work in
Portfolio
github.com/fabrice002Job categories
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