Abstract: A method for additive manufacture of a workpiece includes obtaining a dataset defining the workpiece in multiple workpiece layers. The method includes producing a respective layer and capturing an image of the layer. The method includes feeding the image to a statistical learning model to determine a defect vector of defect probabilities each indicating whether a respective layer defect is present. The method includes, in response to no layer defects being present, selectively solidifying the layer. The method includes, in response to at least one defect being present, reworking or reproducing the layer and repeating the recording and the feeding to determine the defect vector again. The method includes repeating the producing, the recording, the feeding, and the selectively solidifying such that further layers are produced one on top of the other. The respective material layers each are inspected using the previously trained statistical learning model.