Kolmogorov–Arnold networks, or KANs, were introduced in 2024 as an alternative to usual neural networks. This project consists of the understanding of the mathematical foundations of the theory (including the Kolmogorov-Arnold representation theorem), the study of the definition and main properties of KANs, their comparison with usual neural networks and an exploration of their use. This project requires some basic knowledge about usual neural networks.