Freelancer profile translated to English.
Back to original languageAbout Mohamed
Computer Science Engineer with aMaster's in Machine Learning**, specializing in **Generative AIand LLMs. I recently completed my end-of-studies internship at the **CEA**, where I worked on the automated generation of cybersecurity test cases using language models.
My experience covers the entire development cycle of Machine Learning and Generative AI solutions: exploration, prototyping, evaluation, and integration. I have notably worked withlocally deployed LLMs(Mistral, LLaMA via Ollama, LiteLLM), implementedRAGarchitectures withLangChain**, and performed **fine-tuningof models using theLoRAmethod.
I am proficient inPythonand the main tools of the ML/DL ecosystem: Scikit-learn, Pandas, PyTorch, TensorFlow, as well as best practices for structuring, testing, and ensuring the reproducibility of data projects.
I primarily focus on:
- Developing technical prototypes in Machine Learning and Generative AI,
- Designing RAG pipelines and text generation systems,
- Fine-tuning and evaluating language models,
- Integrating LLM solutions into constrained environments.
French
Native or bilingual
English
Fluent
Arabic
Conversational
Spanish
Basic
Can work on-site
Paris (up to 50km)
Experience
- CEAGenerative AI EngineerRESEARCHFebruary 2025 - August 2025 (6 months)Grenoble, FranceDomain: CybersecurityMission: Automated generation of test cases using LLMs.
- Benchmarking of major open-source models (on HumanEval, etc.).
- Implementation of RAG methods with LangChain for code files, PDFs, etc.
- Supervised Fine-tuning of LLMs.
- Model deployment with Ollama and Hugging Face.
- MendoData ScientistEDUCATION AND E-LEARNINGJuly 2022 - January 2023 (6 months)Paris, FranceDomain: EdTechMission: Creation of a new feature to generate Excel formulas from natural language queries.LinkedIn post: https://www.linkedin.com/posts/activity-7016306902468808704-Ot9v/
- Study of Transformer models such as GPT-3. Dataset construction, benchmarking, and fine-tuning of GPT-3.
- Implementation of a suggestion recommendation system (feature engineering, dataset construction with PyMongo, study of classification models such as KNN, SVM, Random Forests).
- Implementation of a lesson recommendation system (study of multi-class classification models such as One-Vs-Rest, One-Vs-One, Ensemble Learning).
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Education
- Master in Machine Learning and Data MiningUniversité Jean Monnet, Saint-Etienne2025Analyse de données – Machine Learning – Deep Learning et Applications – Data Mining pour le Big Data – Modèles graphiques probabilistes.
- Engineer in Electronics, Computer Science, TelecommunicationsCPE LYON2025Spécialité : Traitement du signal et d’images, Modélisation, Informatique.
Certifications
- Certificate in Advanced EnglishCambridge University Press & Assessment2023