CNN Training for MNIST data set recognition.
Recompile with the "verbose" constant = true if you want to see timings.
If back-propagation feels slow and you've got a decent machine try to set optimization flags when compiling.
I used /Ox in Debug builds resulting in an average 60ms per back-propagation.
Using the default Release build resulted in about average 32ms per back-propagation.