When training a neural network with large datasets (and few features) in MATLAB, the tr structure will grow above 2 GB making the automatic checkpoint-saving feature unusable. MATLAB throws the following error:
Warning: Variable 'checkpoint' was not saved. For variables larger than 2GB use MAT-file version 7.3 or later.
Is there any workaround. This is very unfortunate as checkpoint-files can be the most useful for large datasets.