To just get started in RF you need to have a basic understanding of multivariate calculus, circuit analysis (including non-linear devices), systems and signals, electromagnetism, and semiconductor physics.
These are not topics you will just figure out on your own or "on the job".
These are not topics you will just figure out on your own or "on the job".