À propos de Omar
Français
Bilingue ou natif
Anglais
Bilingue ou natif
Expériences
- Institut PasteurAI Engineer – Medical AI SystemsCENTRES DE RECHERCHEmars 2026 - Aujourd'hui (5 mois)Paris, France- ENTIA medical chatbot: developed a conversational assistant for ENT physicians (RAG/LightRAG) with multi-agent orchestration (router + specialized agents), a knowledge graph, and BGE-reranker-v2-m3- ORL-Bench — selecting the best model & RAG for ENTIA: full-stack platform (React, NestJS, FastAPI) to train, test, and compare LLMs on 600 clinical cases; goal: choose the optimal configuration to integrate into the ENTIA product- Evaluation & POC: RAG pipeline (FAISS, embeddings, jina-reranker); comparison of 3 strategies (direct / RAG / RAG+rerank); automated KPIs (scientific_score), export to JSON/PDF/JSONL; validation on 30 cases (100% pass rate)- Multi-LLM integration: connected multiple models (Mistral, Gemini, DeepSeek, Qwen, OpenAI) via LiteLLM; prompt engineering and performance comparison to guide deployment decisions- MLOps & industrialization: Docker/Kubernetes, GitLab CI/CD (Kaniko/Harbor), Redis/RQ async jobs, JWT auth, circuit breaker; technical documentation and feedback sessions with domain experts
- OCP & YouCodeFull-Stack Developer / Data AnalystGRANDE DISTRIBUTIONmai 2024 - septembre 2024 (4 mois)Morocco• • End-to-end application design using UML, wireframes and system architecture• • Web development using React and Node.js• • Implementation of REST APIs and MySQL databases• • Automation of data pipelines connecting APIs, databases and Power BI• • Development of decision dashboards with business KPIs• • Collaboration using Git/GitHub in Agile environment
- OCP GroupAI Data Analysis Pipeline - Predictive MaintenanceINDUSTRIE MATIÈRES PREMIÈRESjuin 2023 - septembre 2023 (3 mois)Morocco• • Data preprocessing and analysis using Pandas and NumPy for maintenance my purposes.• • Feature engineering and predictive modeling in Python• • Implementation of Random Forest and Logistic Regression• • Model evaluation using statistical performance metrics• • Data visualization using Matplotlib
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Formations
- Master M2University of Lille2026Master M2
- Master M1 –ESISA2025Master M1 –