Adjusting to a larger dataset

I was able to successfully replicate the model with the suggested dataset, but I'm having trouble getting equivalent results with a larger dataset. 

Are there any parameters that should be adjusted when training with a larger dataset? I'm trying to train on a dataset with ~3.2k labelled images, and eventually 5k once I finish labelling the rest of them.

Thanks in advance.