Even being on the production side you will still need a foundational understanding of music theory, But good news, its mostly all simple math, understanding chord structure and building scales. After that you will want to learn and practice your engineering skills. Buy a couple books on the topic an find a studio to intern at or work for as an second engineer is a good way to start.