CV
Senior NLP Engineer at MDPI AG, working on research integrity, retrieval, and applied language modeling for academic publishing.
Experience
Data Scientist / NLP Engineer
2021 – TodayMDPI AG, Basel
- Train, deploy, and evaluate NLP models for academic-writing applications, including domain-specific language model pretraining and classification of unbalanced data.
- Built embedding representations of most academic works indexed by Pubmed, Scopus, and others, powering a scalable recommendation system on a vector database.
- Own on-premise LLM infrastructure at scale: deploying and serving models up to 72B parameters with vLLM and Kubernetes, now serving billions of tokens across internal workflows.
- Use LLMs and RAG to generate sourced descriptions of academic topics, iterating from Llama 2 to Mistral 7B to Mixtral.
- Apply NLP to ethical content checks on submitted manuscripts, and built a vision-language pipeline that generates alt text for academic figures.
- Built a custom RAG system over internal guidelines using Qdrant and Qwen2.5-VL, including custom parsing of source documents.
- Mentored a master's intern on a machine learning project.
Internship
2021 – 2021MDPI AG, Basel
- Pretrained a BERT language model for applications related to academic writing.
- Built topic and journal recommendation for academic articles, demonstrating the business value of language modeling for the publishing industry.
Education
Exchange Student
2020 – 2021École Polytechnique Fédérale de Lausanne (EPFL)
- Focus on applied data science, natural language processing, and more.
Computer Science Engineering degree (CTI-accredited)
2018 – 2021ENSISA, Mulhouse, France
Preparatory classes for the Grandes Écoles
2016 – 2018Antoine de Saint-Exupéry high school
- Focus on mathematics and physics.
University projects
Semester project in data science
2020 – 2021EPFL — Human Computer Interaction Group, Lausanne
- Studied how interjections affect users' perception of chatbots.
Project in data science
2020ENSISA, Mulhouse
- Computer vision project predicting COVID-19 from chest X-rays.
Publications
2 publications — see the Papers page for details.
Skills
Development — Python (Poetry, PyTorch, Faiss, Hugging-Face suite, LangChain, FastAPI, FastMCP, Polars, Matplotlib, Scikit-learn, NLTK), Java, C, C++, Unix, SQL, Git, Kubernetes, Helm
Other — AI, software engineering, project management, blog post writing
Languages
- FrenchNative language
- EnglishTOEIC 990/990, C1
- GermanGoethe-Zertifikat B2