Machine learning engineer trained as a software engineer. I build models that survive rigorous evaluation, and the backend systems that serve them.
MSc Data Science & AI, Université Côte d'Azur. Based in Sophia Antipolis, France.
Tech Soft 3D — Geometric deep learning for B-Rep CAD shape retrieval on HOOPS AI. Built the evaluation pipeline the team validates every release against, and a reranker using invariant 3D shape descriptors that took Precision@1 from 72% to 94%, now in production.
INRIA / Université Côte d'Azur — Research on architecture and data efficiency in 124M-parameter language models. Controlled ablations across GQA, RoPE, RMSNorm, SwiGLU and Muon under fixed compute. Showed that backpropagating only the top 60% of tokens by excess loss beats isolated architectural tuning on few-shot MMLU and LAMBADA.
Mycophyto — RAG pipeline over thousands of mycorrhizal-fungi papers. Domain-aware chunking, Pinecone vector search, Mistral generation, orchestrated in LangChain, returning grounded and citable answers.
Carbonteq — Adversarial robustness for a clinical pneumonia classifier. Attacked with FGSM, BIM, PGD and C&W, then benchmarked 11 defence strategies across four families, raising robust accuracy from 35% to 74% with no loss in clean performance.
Oli Systems — Backend for a decentralised energy platform. RESTful APIs and integrations over the OCPP and OCPI standards covering charge-point communication, smart-charging sessions and roaming data exchange, plus a simulation modelling incentive schemes that shift EV charging toward grid-friendly periods.
Python, Java, C++, TypeScript, SQL. PyTorch, PyTorch Geometric, TensorFlow, MLflow. RAG pipelines, LLMs, LangChain, vector databases, fine-tuning. FastAPI, Spring Boot, Docker, CI/CD, AWS, GCP.
Some of my work lives in private repositories or with the companies it was built for. If something here is relevant to what you are working on, get in touch and I am happy to talk through it in more detail.
LinkedIn · mu3931368@gmail.com
Open to machine learning engineer roles in France and across Europe.