This paper surveys certain developments in the use of probabilistic techniques for the modelling of generalization. Some of the main methods and key results are discussed. Many details are omitted, the aim being to give a high-level overview of the types of approaches taken and methods used. 1 Probabilistic Modelling of Learning Suppose that X is a set of examples and that Y ⊆ [0, 1] is a set o...