Selected as a participant for a week-long programme on artificial intelligence at the Goethe-Institut Glasgow. Presenting research on Johann Caspar Lavater, the positivist turn in German physiognomic thought and its relation in abstraction to current research on convolutional neural networks for face hallucination.