I give this course regularly to students of the « master SETI » since February 2023 and CentraleSupélec MSc students since 2024. The course is comprised of a theoretical background with a 3 hour long lab session. The first part of the lab session focuses on post-hoc xAI methods and aim to outline their limitations. The second part of the lab session introduces case-base reasoning models.