1) Log in if you haven't already!
2) You will need to press the person the right side (unless you have multiple accounts, it will be your chosen picture).
3) Click on the settings button. It looks like a mini cog in the top right corner.
4) Scroll down to the bottom and put your account on private so that you can control who follows you