Statistics I (M1 Data Science, École Centrale de Lille): Fall 2020, Fall 2021, Fall 2022.
This course provides an introduction to the basics of statistics. Topics covered include basics of probability, descriptive statistics, confidence intervals, hypothesis testing, parametric and nonparametric tests.
Statistics II (M1 Data Science, École Centrale de Lille): Spring 2021, Spring 2022, Spring 2023
This is relatively more advanced than Statistics I and focuses on elements of theoretical statistics. Topics covered include exponential families, maximum likelihood estimation, Fisher Information, M-estimators, Neyman-Pearson lemma.