Combining metadata model and image model

I have an image classification model and I want to develop another model based on the metadata only and later combine (concatenate) both the models to check the improvement in the accuracy with metadata but I don’t know how to built a metadata model. If anyone has any idea or can share any pre developed model will really help.
Thank you!