Statistical Foundations for Machine Learning course followed @ ISAE-SUPAERO in 2024
Concepts : (Multiple) Linear Regression, Maximum Likelihood, Ridge Regression, LASSO Regression, ElasticNet Regression, ANOVA, Logistic Regression, (Sparse) PLS
One will find the lecture and the slides in the main folder.
In the "Labs" folder, one will find the labs done in Jupyter Notebooks using Python. Numpy, Matplotlib, Pandas, Scipy and Scikit-learn libraries are introduced.
The content is in French.
Credits : Laurent Rissier - CNRS (UMR5219) & ANITI