There is also a topic about this situation on the FAQ Thread which is worth a look. The point is that one inhibitor of the rendering of the Submit button can be extremely large memory footprint of the notebook because of running the training for a lot of iterations. The way to remedy that is “Kernel → Restart and Clear Output”.