What’s the difference between self-publishing and publishing on Amazon (or other public platforms)? 

Self-publishing generally refers to publishing independently, while publishing on Amazon or other platforms refers to distributing your book through specific channels. Amazon is a popular platform for self-publishing due to its wide reach. 

But just beware! Only publishing to Amazon severely limits the amount of people who will gain access to your book, and many people do boycott Amazon for various reasons.