Summary
Miguel Won is an NLP Data Scientist and team leader at Axians Portugal with a decade of experience applying state-of-the-art NLP and ML to customer support pipelines and research projects. He blends rigorous academic training—a PhD in Particle Physics and postdoctoral work building annotated text corpora—with hands-on engineering, deploying transformer-based systems, semantic search, and RAG-enabled chatbots in production. Comfortable across the stack, he leverages tools like Hugging Face transformers, sentence-transformers, OpenAI API, FastAPI, Docker and Gradio to turn prototypes into scalable services. His research background includes supervising manual annotation, building web archives and social media data collection pipelines, giving him a strong grounding in data curation and task design that improves model robustness. An electronics hobbyist who prototypes with Arduino/Raspberry Pi and designs PCBs, he brings practical curiosity and systems thinking to ML problems. As a leader he emphasizes collaborative, cross-disciplinary teams that translate cutting-edge LLM advances into usable, impactful solutions.
10 years of coding experience
2 years of employment as a software developer
Lisbon Machine Learning School: LxMLS 2014
Machine Learning Engineer Nanodegree, Machine Learning, Machine Learning Engineer Nanodegree, Machine Learning at Udacity
Doctor of Philosophy (PhD), Elementary Particle Physics, Doctor of Philosophy (PhD), Elementary Particle Physics at Universidade de Coimbra
Prompt Engineering for LLMs, Artificial Intelligence, Prompt Engineering for LLMs, Artificial Intelligence at Sphere