This thesis project was defined through a CIFRE convention between the LIRIS, the LITIS from Rouen and the company Itekube. The goal is to develop new tools from the artificial intelligence field, allowing for an easier learning and use of large tactile interfaces, where multiple users are working simultaneously. This research covers a wide range of models, from multidimensional recurrent neural networks to more usual convolutional neural networks.