Projects

SERMA Safety & Security • Feb. 2024 - Aug. 2024 • Rennes, France

PCB Component Recognition (YOLO, OCR, Fuzzy Matching, OpenCV):
- Developed a system to recognize Printed Circuit Board (PCB) components using YOLO (object detection), OCR, and Fuzzy Matching techniques, reducing component misidentification by 35%.
Reverse Engineering with LLM4Decompile (LLM4Decompile, Assembly Code):
- Integrated LLM4Decompile to automate the reverse engineering of binary files from detected hardware components, streamlining the process of extracting and analyzing firmware from embedded chips.
Machine Clustering and CI/CD Automation (GitLabCI, MLFlow, Ansible, K8s):
- Clustered a set of 5 spare machines with K8S and implemented fully automated CI/CD pipelines using GitLabCI and MLFlow, automating the deployment and monitoring of ML models.
Graph RAG & LLM POC (GraphRAG, Neo4J, Llama3):
- Developed a POC that uses GraphRAG for enhanced document retrieval and analysis, leveraging self-hosted Llama3 and Neo4J for local document integration, running on local machines.

IMT Atlantique • May 2023 - Sep. 2023 • Rennes, France

Data Acquisition & Processing (ETL, PowerBI, Pandas, Seaborn, Python):
- Acquired and processed data from ANFR (French National Frequency Agency) using ETL pipelines with PowerBI to analyze the power usage of mobile Base Stations (antennas) across France since 2015.
Energy-Saving Strategies (Seaborn, Pandas, Python):
- Proposed four targeted strategies to save energy in mobile networks, based on key factors such as traffic load, antenna's type.
Real-World Application (PowerBI, Python):
- Applied energy-saving strategies to real traffic load data in Rennes, achieving up to 20% energy savings in mobile networks.

AZ+ | Euro Coin recognizer • Jan. 2024 - Present •

AZ+ : SuperApp Architect and Management (Microservices):
- Led a team of 13 in the design and deployment of the SuperApp AZ+ for Madagascar, offering services such as e-commerce, food delivery, and ride-hailing under one platform.
Cloud Migration (GCP, AWS, Kubernetes):
- Executed the migration of infrastructure from Firebase to AWS and GCP, improving scalability, reducing costs, and increasing control over the deployment process, used Kubernetes for managing containerized apps.
Self-hosted Services (PostgreSQL ,GitLab, Minio S3, Grafana):
- Set up and managed self-hosted services on internal servers, including GitLab, Minio S3 (object storage), and Grafana (monitoring and analytics), ensuring full ownership and cost control over the infrastructure.
Technical Innovations for Local Solutions:
- Developed innovative location tracking solutions specifically tailored for Madagascar, enabling more accurate delivery management and solving challenges not addressed by existing tools in the region.
Euro Coin Recognizer (FastAPI,Python, OpenCV, YOLO):
- Developed a Euro coin recognition application using OpenCV and YOLO, allowing for fast and accurate identification of coins through a mobile device, designed as a personal project for organizing a coin collection.

Videotron • Sep. 2020 - Jun. 2022 • Cairo, Egypt

Customer Satisfaction Improvement (Excel, SQL):
- Developed data-driven strategies that increased customer satisfaction from 80% to 95% over a one-year period by identifying key factors contributing to dissatisfaction and addressing them through targeted interventions.
KPI Analysis & Agent Performance (PowerBI, SQL):
- Conducted in-depth analysis of agent performance, resulting in a 20% improvement in key performance indicators (KPIs) by identifying areas for training and skill development.
Process Optimization (PowerBI, Excel, SQL):
- Streamlined resource management and optimized workflows by analyzing callback data and process inefficiencies, enhancing decision-making and improving response times within a seven-day period.