If you want to remove these anti-slip stickers, you can try and soak them in really hot water. But, if the stickers come with water protective glue, you will have to use chemicals to loosen up the glue.
There are a lot of products available in the market, starting from glue removers to scrubbers that you can use to remove a bathtub applique.