Machine learning is at the heart of current advances in artificial intelligence for processing digital data. In particular, we find deep learning; many other approaches can sometimes prove to be more efficient depending on the real problems to be treated. This training proposes an overview of the methods available "on the shelf" with a focus on the practical use of these methods with the scikit-learn library.