Myrto Limnios
Web site: Web site: https://sma.epfl.ch/
Teaching & PhD
Teaching
Mathematics
Courses
Statistics for data science
Statistics lies at the foundation of data science, providing a unifying theoretical and methodological backbone for the diverse tasks enountered in this emerging field. This course rigorously develops the key notions and methods of statistics, with an emphasis on concepts rather than techniques.
Empirical processes
From prototypical examples of estimators used by statisticians, to more complex nonparametric models, methods and theorems will be taught to study their (non)asymptotic behavior, when defined as mappings depending on an empirical measure based on a sample of random observations.