I can't do a better job at explaining than Jeremy Howard's team did.
Follow carefully and systematically all the steps put together here.
You can read more about the different types of machines here, about the possible choices of GPUs here and about the regions and zones here.
Follow the fastai course too.
I can't emphasize how good is it.
You can find ...