About Antoine
5+ years of experience Data & Machine Learning Engineer, offering my services as a freelancer.
👨💻 Keen on building robust, well-designed systems. With a solid background in data science research, I now place a strong focus on the engineering and MLOps aspects, bringing advanced Python development skills and a commitment to best practices.
⚡️ Eager to work in an top-tier tech environment that promotes efficiency and ownership.
🚀 As of today, I would be particularly thrilled about contributing my skills for a startup or scale-up project.
French
Native or bilingual
English
Fluent
Can work on-site
Marseille (up to 50km)
Experience
- ScenarioMachine Learning EngineerSOFTWARE PUBLISHINGApril 2023 - Today (3 years and 2 months)At Scenario, a startup developing generative AI for the gaming industry, I contributed to key projects including:
- Developing the inference backend: industrialization of open-source Diffusers pipelines with continuous integration of the latest features around Stable Diffusion.
- Developing the training backend: industrialization of diffusion models fine-tuning algorithms (DreamBooth, LoRA).
- Building various stand-alone features with FastAPI and SageMaker endpoints.
- Creating Gradio demos with deployment on HuggingFace spaces.
Env: AWS, Python (PyTorch, Diffusers, FastAPI, Pydantic), Docker, CI/CD - ThalesAI Research ScientistDEFENSE AND MILITARYOctober 2021 - March 2023 (1 year and 5 months)Paris, FranceFocused on advancing SAR image recognition under constraints:
- Conducted research and state-of-the-art analysis on model development.
- Built comprehensive radar databases for enhanced model training.
- Developed robust pipelines for radar and image processing integration using Matlab and Python.
- Implemented advanced recognition models capable of handling open-world classification and out-of-distribution detection.
- PWC FranceSenior AI EngineerCONSULTING AND AUDITSFebruary 2024 - February 2025 (11 months)Paris, FranceBuilding LLM-powered GenAI solutions.Leveraging advanced techniques including:- Structured data extraction- Classification- Enhanced search- Retrieval-Augmented Generation (RAG)
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Education
- IngénieurÉcole nationale des ponts et chaussées2020Spécialisation en mathématiques appliquées.
- Master Mathématiques, Vision et Apprentissage (MVA)École Normale Supérieure Paris-Saclay2020Master en data science