This is a research project, submitted as part of the partial completion of my Master II at AIMS Senegal. It consists in combining the advantages of the two techniques Synthetic Oversampling Methods (SMOTE) and mixup to overcome the disadvantages of the Empirical Risk Minimization (ERM) on unbalanced data.