Hi Tioz,
Can you please provide some more information about what you are trying to run? Some more information on the network structure, the size of the data you are trying to train on, etc.
Without seeing code, one thing that comes to mind is that you can try reducing the minibatch_size to try and fit your model on your hardware.
This forum post has a few other things mentioned for a similar problem that may help you.