About speeding up training of a deep learning model.

I asked once here, and I am going to ask again. I have been training my deep learning model on a GPU (RTX 3060) on this project I am working on, and I was wondering if there is a way to speed up the training process. It is training for a couple of hours, and I am getting a little impatient for the training to finish. I would love to hear any advice.