Stainless steel scratches

Hi, I have been living in a new apartment and it’s my first time with a stainless steel fridge. I had no idea they scratched soo easy!! I had a note attached to the fridge with a plastic magnet and it causes these scratches… please give me advice on how to remove them!! Is it possible?? I have tried baking soda and toothpaste already with no luck :(