It includes a training program (./bin/image-net.c), however, it requires a bit of work to get it started (you need to initialize a new convnet with the pre-trained parameters, and then fine-tuning the whole network). It is on my todo list to make a more friendly training program that for these simple tasks, you should be able to do with CPU easily.