The present invention relates to the technical field of machines used for peeling nuts, such as almonds and the like which have been previously blanched, the machines having an accessible frame inside which there is a series of rollers arranged in pairs with nuts passing between them and each of them being associated with a rotating shaft, respectively, with movements at different speeds.