Bringing together researchers and teacher-researchers from the Hubert Curien laboratory, the Inria MALICE project-team aims to foster collaboration between physicists and experts in artificial intelligence. Their objective: to develop new machine learning methods to better understand laser-matter interaction, a major challenge in surface engineering. And this, despite the pitfalls represented by partial physical knowledge of the phenomena and a lack of data.