This course (in French) is mostly about supervised techniques in Machine Learning. Details can be found here HMMA308 - Machine Learning.
Teaching: list of courses
HMMA308 - Apprentissage statistique (2018-2021)
HMMA307 - Modèles Linéaires Avancés (2019-2021)
This is an undergraduate course (partly in French!) introducing advanced linear models (Anova, Mixed-effects models, etc.). Details can be found here: HMMA307 - Modèles Linéaires Avancés.
HLMA310 - Logiciels scientifiques (2018-2020)
This is an undergraduate course (in French!) introducing Python for scientifc computing. Details can be found here: HLMA310 - Scientific Python.
HLMA408 - Traitement de données pour l'écologie (2018 - ?)
This is an undergraduate course (in French!) introducing statistics and data visualisation. Details can be found here: HLMA408 - Data science for ecology.
HMMA237 - Série temporelles avancées (2018-2019)
This is an undergraduate course (in French!) introducing advanced time series analysis. Details can be found here: HMMA237 - Advanced time series.
HMMA238 - Logiciels et bonnes pratiques (2018-2019)
This is an undergraduate course (in French!) introducing scientific computings and modern software practices. Details can be found here: HMMA238 - Scientific software dev.
M2MO - Statistical Learning (2013-2018)
This contains Master 2 exercices on statistical learning. Details can be found here: M2MO - Machine Learning.
SD204 - linear models (2016-2018)
This is an undergrade course on linear models. Details can be found here: SD204 - linear models.
STAT593 - Robust statistics (2018-2019)
This is a grade course on robust statistics and optimization. Details can be found here: STAT593 - Robust statistics.
MDI720 - Modèles linéaires (2013-2018)
This course is in French, and deals with Linear Models. Details can be found here MDI720 - Modèles linéaires.
CR12 - Machine Learning (2013-2015)
This is a master Master 2 course on Machine learning we gave with Zaid Harchaoui, Julien Mairal and Laurent Jacob; details are here CR12 - Machine Learning (2014-2015) and CR12 - Machine Learning (2013-2014).
SD3 - Statistiques Descriptives (2010-2011)
This is an undergraduate course (in French) on descriptive statistics; Details can be found here: SD3 - Statistiques Descriptives.
M53010 - Économétrie (2009-2010)
This course is in French, and deals with Machine Learning. Details can be found here: M53010 - Économétrie.