Sorry, I switched from TF to PyTorch a couple years ago  
There is also a fine-tuning video using TF by Matt on the same page Fine-tuning a pretrained model 1
If you’re using a base model whose pre-training includes the dialect of interest, you may be able to used one of the canned scripts to create a sentiment model.  Haven’t done this yet, so no additional insights here.