Previous discriminative models for CCG <cite>(Clark and Curran, 2004b)</cite> required cluster computing resources to train. In this paper we reduce the memory requirements from 20 GB of RAM to only a few hundred MB, but without greatly increasing the training time or reducing parsing accuracy.