NAN loss value

After successfully implementing the training I find that starting at Epoch 18 the loss value is set to NAN and all the models created are of no use.

Is there any way to save all models such that the ones where loss is not NAN they can be used for generation.

Can the system be trained to imitate a SINGLE PERSON's handwriting?

Thanks.