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+ | =====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: | ||
+ | * Responsible: | ||
+ | * Instructor(s): | ||
+ | * 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: | ||
+ | - Non-linear regressions and their theoretical guarantees | ||
+ | - Unsupervised classification | ||