=====Course unit: Advanced statistics===== * Title in French: Statistiques et apprentissage * Course code: tba * ECTS credits: 1 * Teaching hours: 25h * Type: elective course * Language of instruction: French * Responsible: tba * Instructor(s): Adil Ahidar-Coutrix * Remark(s): course share with 3rd track DIGITAL.e **Brief description** This course is an elective course aimed at anyone interested in machine learning. The main statistical tools involved in machine learning are presented. **Learning outcomes** * Understand the notion of statistical learning * Discover some of the possible applications **Course content** - Introduction: linear regression - Non-linear regressions and their theoretical guarantees - Unsupervised classification