Passionate about machine learning, my academic career began with a master’s degree in machine learning, supplemented by a second one in MIAGE, and two years practical experience as a data scientist and software developer. I decided to explore the depths of the field further by starting a PhD with SogetiLabs and the Borelli Center. My research focuses on NLP, in particular the inference of causal relationships from unstructured textual data. This exciting career journey has led to numerous publications, both national and international, as well as the development of two NLP software applications. I also share my knowledge by teaching master’s students at the Université Paris Cité. Using the CIFRE (Convention Industrielle de Formation par la Recherche), I actively bridge the gap between theoretical exploration and practical application, contributing to real-life, industrial projects within SogetiLabs.