How do I use a pre-trained model to generate predictions?

I'm new to machine learning and am trying to use DEEPScreen to generate predictions for some new molecules. I want to use a pre-trained model and don't want to train it each time. How would you recommend I do it? I'm also unsure about how to read the input images. They're in a directory.

thank you!