In this talk, I review recent research addressing mechanisms by which the visual system acquires knowledge about the world. In particular, I discuss mechanisms of specificity and transfer of perceptual learning and links between perceptual learning and statistical learning. I suggest that learning on any task involves a broad network of brain regions undergoing changes in representations, readout weights, decision rules, feedback processes, etc.
