Realism and Instrumentalism: Classical Statistics and VC Theory (1960-1980).- Falsifiability and Parsimony: VC Dimension and the Number of Entities (1980-2000).- Noninductive Methods of Inference: Direct Inference Instead of Generalization (2000-...).- The Big Picture.