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0 ans d'experience

Competences

Python Bash/Shell Scripting Generative AI LLMs VLMs OCR Prompt Engineering Model Quantization Tool Calling Structured Output LLM Evaluation Agentic AI AI Agents Multi-Agent Workflows RAG LlamaIndex LangChain LangGraph Huggingface Ollama Llama.cpp vLLM FastAPI Docker Git Analytical Problem Solving Team Work Time Management Communication

Experience

Advanced Multimodal RAG System

2021-01 - 2023-12

Built an end‑to‑end multimodal Retrieval‑Augmented Generation pipeline for answering questions over research papers. Implemented document ingestion, intelligent chunking, vector indexing and multimodal processing using a Vision‑Language Model. Improved retrieval quality with multi‑query expansion, hybrid dense‑sparse retrieval and Reciprocal Rank Fusion. Performed local LLM inference with quantized GGUF models via llama.cpp for efficient offline execution. Tech stack: Python, LlamaIndex, Llama.cpp, Qdrant.

Restaurant Recommendation AI Agent

2021-01 - 2023-12

Developed an AI agent based on the ReAct reasoning pattern to provide real‑time restaurant recommendations for Moroccan cities. Implemented tool‑calling workflows to retrieve availability, ratings and menus, and built a multi‑step reasoning pipeline that selects tools, interprets results and generates context‑aware suggestions. Tech stack: Python, LangGraph, Ollama.

Langues

Francais

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