Following another Member from a Collection or profile’s “Followers” list will automatically be public. You can change this setting by going to the followed Member’s profile page and clicking “Private” under “Following.”
Note that following another Member or a Member’s Collection privately is hidden from everyone except the Member you are following. All users can see a full list of who follows them or the Collections they have created.