Initializing train weights from a saved model and continuing training

I've trained a multi-class AutoEncoder model using pyod library and saved it as a pickle file. I would like to use the weights from this single, multi-class model, to initialize training of single class AutoEncoder models. How can the training weights be saved, reloaded and how can the training be resumed through PyOD?