It seems we have a space leak which would take some time to solve so I
am going to remove the hand-written digit recognition example (which
exhibits the leak and stops us training the network
effectively). This (hand-written digits) can be made into another blog
post when the space leak has been investigated.
Tidy up.
Try to fit into the constraints imposed by Wordpress.