Can pytorch / keras support dataloader object of Image and Text? Is there a way of creating a dataloader object, or the equivalent in Keras, where every observation is an image AND some text? I could create two models to do classification but I want to see if I can build it all in one to pull information from both to get the prediction.

Are there any examples of this someone can point me to? Or is it even possible?

The closest I've found is in fast.ai there's this article that combines tabular and text.
I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.